{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment the next lines if running in Google Colab\n",
    "# !pip install clinicadl==0.0.3\n",
    "# !/bin/bash -c \"$(curl -k https://aramislab.paris.inria.fr/files/software/scripts/install_conda_ants.sh)\"\n",
    "# from os import environ\n",
    "# environ['ANTSPATH']=\"/usr/local/bin\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare your neuroimaging data\n",
    "\n",
    "Different steps to perform before training your model or performing classification. In this notebook, we will see how to:\n",
    "\n",
    "1. **Organize** your neuroimaging data.\n",
    "2. **Preprocess** of your neuroimaging data.\n",
    "3. Check the preprocessing **quality check**.\n",
    "4. **Extract tensors** from your preprocessed data.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Organization of neuroimaging data: the Brain Imaging Data Structure (BIDS)\n",
    "\n",
    "Before processing your neuroimaging data, several steps may be needed. These steps can include converting the images to a format readable by neuroimaging software tools (e.g. converting to NIfTI) and organizing your files in a specific way. Several tools will require that your clinical and imaging data follow the **Brain Imaging Data Structure (BIDS)** [(Gorgolewski et al., 2016)](https://doi.org/10.1038/sdata.2016.44). The BIDS standard is based on a file hierarchy rather than on a database management system, thus facilitating its deployment. Thanks to its clear and simple way to describe neuroimaging and behavioral data, it has been easily adopted by the neuroimaging community. Organizing a dataset following the BIDS hierarchy simplifies the execution of neuroimaging software tools. \n",
    "\n",
    "Here is a general overview of the BIDS structure. If you need more details, please check the [documentation](https://bids-specification.readthedocs.io/en/latest/) on the [website](http://bids.neuroimaging.io/).\n",
    "\n",
    "<pre>\n",
    "BIDS_Dataset/\n",
    "├── participants.tsv\n",
    "├── sub-CLNC01/\n",
    "│   │   ├── ses-M00/\n",
    "│   │   │   └── anat/\n",
    "│   │   │       └── <b>sub-CLNC01_ses-M00_T1w.nii.gz</b>\n",
    "│   │   └── sub-CLNC01_sessions.tsv\n",
    "├── sub-CLNC02/\n",
    "│   │   ├── ses-M00/\n",
    "│   │   │   └── anat/\n",
    "│   │   │       └── <b>sub-CLNC02_ses-M00_T1w.nii.gz</b>\n",
    "│   │   └── sub-CLNC02_sessions.tsv\n",
    "└──  ...\n",
    "</pre>\n",
    "\n",
    "\n",
    "The OASIS dataset contains imaging data in ANALYZE format and does not provide a BIDS version of the data. To solve this issue, [Clinica provides a converter](http://www.clinica.run/doc/Converters/OASIS2BIDS/) to automatically convert ANALYZE files into NIfTI following the BIDS standard.\n",
    "\n",
    "A command line instruction is enough to get the data in BIDS format:\n",
    "\n",
    "```bash\n",
    "clinica convert oasis-to-bids <dataset_directory> <clinical_data_directory> <bids_directory>\n",
    "```\n",
    "\n",
    "where:\n",
    "\n",
    "  - `dataset_directory` is the path to the original OASIS images' directory;\n",
    "  - `clinical_data_directory` is the path to the directory containing the `oasis_cross-sectional.csv` file;\n",
    "  - `bids_directory` is the path to the output directory, where the BIDS-converted version of OASIS will be stored.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "\"hide-output\""
    ]
   },
   "outputs": [],
   "source": [
    "# Download the example dataset of 4 images\n",
    "!curl -k https://aramislab.paris.inria.fr/files/data/databases/tuto/OasisDatabase.tar.gz -o OasisDatabase.tar.gz\n",
    "!tar xf OasisDatabase.tar.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "\"hide-output\""
    ]
   },
   "outputs": [],
   "source": [
    "# Convert the example dataset to BIDS\n",
    "!clinica convert oasis-to-bids OasisDatabase/RawData OasisDatabase/ClinicalData OasisBids_example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image preprocessing with the `t1-linear` pipeline\n",
    "\n",
    "Although convolutional neural networks (CNNs) have the potential to extract low-to-high level features from raw images, a proper image preprocessing procedure is fundamental to ensure a good classification performance (in particular for Alzheimer's disease (AD) classification where datasets are relatively small).\n",
    "\n",
    "In the context of deep learning-based classification, image preprocessing procedures often include:\n",
    "\n",
    "- **Bias field correction:** MR images can be corrupted by a low frequency and smooth signal caused by magnetic field inhomogeneities. This bias field induces variations in the intensity of the same tissue in different locations of the image, which deteriorates the performance of image analysis algorithms such as registration.\n",
    "\n",
    "- **Image registration:** Medical image registration consists of spatially aligning two or more images, either globally (rigid and affine registration) or locally (non-rigid registration), so that voxels in corresponding positions contain comparable information.\n",
    "\n",
    "Finally, a **Cropping** of the registered images can be performed to remove the background and to reduce the computing power required when training deep learning models.\n",
    "\n",
    "For this tutorial, we propose a \"minimal preprocessing\" (as described in [(Wen et al., 2020)](https://doi.org/10.1016/j.media.2020.101694)) implemented in the [`t1-linear` pipeline](http://www.clinica.run/doc/Pipelines/T1_Linear/) using the [ANTs](http://stnava.github.io/ANTs/) software package [(Avants et al., 2014)](https://doi.org/10.3389/fninf.2014.00044). This preprocessing includes:\n",
    "\n",
    "- **Bias field correction** using the N4ITK method [(Tustison et al., 2010)](https://doi.org/10.1109/TMI.2010.2046908).\n",
    "\n",
    "- **Affine registration** to the MNI152NLin2009cSym template (Fonov et al., [2011](https://doi.org/10.1016/j.neuroimage.2010.07.033), [2009](https://doi.org/10.1016/S1053-8119(09)70884-5) ) in MNI space with the SyN algorithm [(Avants et al., 2008)](https://doi.org/10.1016/j.media.2007.06.004).\n",
    "\n",
    "- **Cropping** resulting in final images of size 169×208×179 with 1 mm3 isotropic voxels.\n",
    "\n",
    "\n",
    "These steps can be run with this simple command line:\n",
    "```Text\n",
    "clinica run t1-linear <bids_directory> <caps_directory>\n",
    "```\n",
    "where:\n",
    "\n",
    "- `bids_directory` is the input folder containing the dataset in a [BIDS](http://www.clinica.run/doc/BIDS/) hierarchy.\n",
    "- `caps_directory` is the output folder containing the results in a [CAPS](http://www.clinica.run/doc/CAPS/) hierarchy.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{warning}\n",
    "The following command can take some time to execute, depending on the configuration of your host machine. Running in a classical **Colab** instance can take up to 30 min.\n",
    "\n",
    "We will increase a little bit the computation capacity using 2 cores with the `--n_procs 2` flag. Since there are 4 images, you can set `--n_procs 4` if your computer can handle this.\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!clinica run t1-linear ./OasisBids_example ./OasisCaps_example --n_procs 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the pipeline has been run, the necessary outputs for the next steps are saved using a specific suffix: \n",
    "    `_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_T1w.nii.gz`. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{warning}\n",
    "The registration algorithm provided by ANTs exposes some reproducibility issues when running in different environments. The outputs are \"visually\" very close but not exactly the same. For further information and some clues on how to reduce the variability please read this [page](https://github.com/ANTsX/ANTs/wiki/antsRegistration-reproducibility-issues).\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, processed images from our dataset are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nilearn.plotting.displays.OrthoSlicer at 0x7fba94cd6b10>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 475.2x187.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OHj2qyclJPfOZz0y5Zkna2NjQ4uKiFhcX9dhjjyXPeWtrKxVttdvtlFvG2BImjrnecrmc3v+a17xGkvQf/+N/TAaP316s5VXcGEqeQzU5efPh4WFdvXpVY2NjGhsbU6vVUqPR0IkTJzQyMqKdnR1dvnxZV69e1dzcnDY2NjK5aqcTdMwrMovh789Xe0pG+uMf/7je9KY36eUvf7luv/12LS4u6ud+7uf0nOc8R2NjY/rWb/1Wff/3f79+5md+Rs973vP027/92/rkJz+Z+6w//MM/1L333qsXvOAF+p3f+R390R/9kd7znvfctA/f//3frz/+4z/Wt37rt+pNb3qTXvjCF2p1dVW/+qu/qj/4gz/Qf/2v/zWFu++77z593dd9nb7hG75h33O+8zu/U29605t08eJFzc7O6mUve5m+67u+S3//7/99VatVfexjH9NP//RP65577tFXfuVX5vblAx/4gH7kR35Er371q/W85z1PxWIxFal90zd9U2Y3sN/6rd+SJD388MPa2NhI/7/gBS9Inu1P/MRP6BWveIVuu+02fcVXfIX+y3/5L3rkkUf0rne9K/Pez9azHn30Ub3rXe/Sl33Zl6ndbusP/uAP9J//83/W//yf//MpV6kftsN22D7z1i+8zd/RSGLgqtWqxsbGdPToUZ05c0anT59Wo9FQt9vV448/rk996lOanZ1NhVebm5spXB09SmpTer2eBgYGMkaN/pVKJfV6Pe3s7KRCsHK5rDvvvFO9Xi8tu6UwjFw1S7noP8usyuWyarWaisViAgiAhvn5eU1NTalYLCbjXa1WNTExoaNHj+quu+7S05/+dG1sbOjy5cu6dOmSLl++rPn5+ZQrj8u3PDqRt2yWSMPnoz2loypnZmb0xje+UX/yJ3+iq1evamRkRC960Yv0cz/3czpz5ox2d3f1wz/8w3rXu96l7e1tvepVr9KznvUsveY1r0nrpD/0oQ/pRS96kd773vfqbW97m/73//7fGhsb04/+6I/qda973S11vt1u65d+6Zf0zne+U4888oiGh4f1/Oc/X/fee28yqH/xF3+hL/3SL9V/+2//LXcHsmvXrun06dP66Z/+aX3v936vfvEXf1Hve9/79Oijj2pzc1NnzpzRP/yH/1A//MM/rLGxMUlKfX/ggQd09913a2pqSm9/+9v1x3/8x7pw4YI6nY5uu+02fcd3fId+4Ad+IOO998sdffCDH9QLX/jC9P+v/Mqv6Od+7uc0NTWlZz3rWfr5n//5fRX0n61nXbp0Sa94xSv013/912q323re856nn/zJn9RXfdVXHUj/w6MqD9the+rtiSee0Pd8z/fkbtMrZXPQeQYk7hKGUR0YGNCZM2d06tQpnTp1SpOTkxoaGtLS0pKmp6f14IMPamVlRRsbGykcjKEtl8tpuZR/zv/uCbMMi4ZHDEgYHBzUm9/8ZvV6Pd17772Z+ynYGhoaSoVkVIhT8d1qtRIoIMwuSVtbWyn3TbidcH69Xtczn/lMHT9+XKOjo+p2u1pcXNSlS5d08eJFPf744xmv2j1kN9iR5r1eL+XWn3jiCR09ejQV2L33ve/V61//+lsuWHuy7fA86cP2lNuhkT5sh+2pt4OMtHuxtKiPPRxLUVilUlGz2dRzn/tcHT9+XNVqVTs7O1paWtLly5d17do1zczMZNYVswSLvREwRu12OxlUN1oYNvfeO52Odnd303V40v/m3/wb9Xo9/at/9a8y/R8YGFCv11O1Wk3LuYaHhzNeNgZ8eHg4gYRut6vt7e2UM9/Z2UlGm362Wi1NTk7qxIkTOnLkiBqNhra2tnT16lV95CMf0crKSsqne8455tMjvd1IM29Hjx7V+973Pv3BH/yBfuzHfuzJMcAttsNY5mH7O936LWnhu/g/iorNHYaGhlSr1TLFLqOjo2kpibSX0xoaGlKr1cqEMHd3d5MXgJJkqUqn09Hm5qa63W7KH3qOrt1ua3l5WaOjo5lwoysf8nHtdlulUiktj+l2u1pdXdXKykpa27qxsZEJR0YllVf4455RHu1c8XkO82abbPjnGIu/S408tLeDaERR2Pj4uI4dO6bbbrtNxWJRCwsLmp6e1rVr11J+VlIyonjEQ0NDGVqzqxe8JCkBBg9NAxC4lnn2/DXPI8fM5/As/Ma74d2dnR0NDg6q3W5raGhIpVIpec/8T1U497Esa21tLS3NOnv2rCYnJ3X+/HlNT09rampKCwsLSbacju49Ow/3c1ivX7+u973vfbrnnnue+mTfpB0a6cP2d7pFA33QrkR8TjivVqup0Wio1WqpWq2mTR1QVtLexg8ok2azuS/PRZjOd12ibyiySqWSUYSENSuVijY2NlK/fJMKfvAAyuWyqtVqyk2yWQVe0Obmpra2trS2tqalpaWMwXfvyQt+Irjx8KA3/xzj3m+LSq6nsbXkF+q2jZ+Llsd//ZZelctlNZtNnThxQidPntSxY8fU6/V05coVTU1N6fr161pdXdX29nbyNDHSu7u7KaQsKWOkMdQRhDHnzAeGWdqrho7bdhLC9oZRje92mQTESnv5a4y1tCcjw8PDqlQq2t3d1dTUlDY3N7W9va21tTUtLy/r7NmzOnfunL7oi74ojXdubi4DQvrx7kHt5MmT+vqv/3p94AMfuOV7nmw7NNKH7e9s8wpO/kdhuGLytZ0Y3ImJCU1MTKjRaKQwHQZydHQ0eQ0DAwNJmRFWdG91e3tbi4uLyThK2fAlSqndbqfdmwjvufLzIhrf2pHxNZtN1et1jYyMpPvIS2Kky+Vy8kKq1Wr6nqIiV8aRXnk501jQFMOKTvuDjLrnW/+ueNT9Qq6xqInKbbznkydPamhoSJ/85Cd15coVzc/PpzkGKDYajcSf/kz3aN2rdVlgnpEHrzxnbqJHDJDwzZF8cxPudUDoxWrOJwDTnZ2d9DnAFnlrtVrqdrtaW1vTzs6Otre3tbm5qZWVlVSrA/jtdDpp3/CDlrTF9nu/93vq9XpqNBp6//vfrx//8R9/chP8JNqhkT5sf+daXtVqNCh8R06s0WhoZGRE4+PjKY+GwW42m2o2m6kqVbpR3MI2iSsrK7p27VoKsXkYkB/3kv2Hvu3s7OxbNpI3rljli/Hm98DAQNpl6uTJk6rVahoZGdHAwIAGBwd15MiRpLjwQliSg9H2nJ57ItDSQ9s+Du9XrFLOq1D2772wCYDy/3LLm9845sHBQY2MjOjUqVM6d+6cjh07pkKhoGvXrunhhx/W8vJyKrbCuFWr1bR5SDSM7XY7pUfi3EJ/N2ZupL3gzA22R548+hI9bffEaRSUERIHpOGRb21tJTqUy+W0wYp0Y58KxsI+35ubmzp9+rROnz6tO++8M/Vhbm5OW1tbudGdmKemfcu3fIve//7366u/+qv1rne9SxMTE1peXn6y03xL7dBIH7a/cw2FEz/zViwW1Wg0knFuNBrJOLfbbVWrVTWbTQ0PD6ter6tUKqVq2ampKU1PTycDh5Lp9XqZfYylPSWAYnSD5SDCQ3KxcMcVlz8TI40XzGeLi4sqlUqamppKBykQsj9y5IhGRkY0MjKSQojb29sp/43nv7S0pJWVlTQe7x/062dIo5ecR/9o2PmbscbdpP5fazEqIe3RiIMw7r77bt122206ffq0VlZW9OCDD6Z8K3s+cAAG4W1qGTBw/M08EhInMsQ9GOEIHlnfHE/O8k1K6DPeNG13dzdtjIIRlpTxpguFgpaXlzOAAMBBc6AwNDSUKr9rtVqqt9jc3NT6+rruv/9+jY2N6fz583rmM5+pZz/72Xr44Yf12GOPpcpvr53w+chrH/7wh/Vrv/Zr+oVf+IV9W1x/ttqhkT5sf6darJjNy7dxBN+pU6fSdokcOoDHOTo6mgq22u22rl+/runpaa2vr+vChQvJgyG/h5F270XKFol5+BElgeHmc377ZyizGFKOuWTG78/A+5idndXAwICmpqY0MjKi8+fPq9FopLx7p9NJRTzHjh3T2tqa1tbWtLKyosXFxWSwUZCet47FOHnG1Y1Sv1y1G3ffJetvcyMFQvOaBGn/XBPibrVaOn36tCYnJ7W0tKQLFy5oampKy8vL2traSltsAi4lpUpoeJD3+dGPTmeXFXLDpGBiJMo9b4yu951xuux5rUHkfWnPWHuUCZ7FaydyRWEmz6DOg8gLS7g4qZFnPf3pT9fdd9+tarWq2dlZrays9N05rV9729vepgsXLujZz362Pv7xjz/pvPbN2oFGenp6+nDv5sOW26anpz/fXXjSzfNnsYAJ5VAqlVStVjU+Pq4jR45ocHBQhcKN4/kouqrVaulUoIWFhVSgMzs7mwwQ4WAUmOfoYoV07GP0EmOomOZ5PV/XelDRkb8br8lzg2traymPOTExoSNHjmh0dFTValVnzpxRp9PRJz/5SRWLRY2NjaWDGVZWVrSysqK1tbVMyDRWf3tVb7/wYvSuo6Hit5/E9Le1/eEf/mHm/5/6qZ/SW97yln2pC0nJSDabTR0/flyTk5PqdDq6dOmSpqamtLS0pO3tbUlKZzyzfIlCMIAUdPO1ze4hA4JcPgiVQ/topHu9Xmb5lhdAek7aDTI1GxG0wtuAPucXAC8evheXYaABcIwdcLCxsZFqP7j/zjvv1Llz53T69GldunRJKysrGXB8szY3N6df//Vf11vf+lZ927d924Fg86m0A4308ePHPysvkbL7tOaFsXzNX/yOz2MRCbnC8fHxFHocHh7W+Ph4yrsNDAxod3dX169f19TUlB566KF9y1SYdPdI/L2SEoLEE+DgjV6vp3e84x2pz34gOrvlwGjevIjCvTeqhU+fPp02lZduKH0KQFZXV7W1tZWW0KyurqZQqyNi73+kccxv5oXX4v1uaP62Nee/6Dnze2BgQI1GI201yLKoYrGY8s6Etufm5nTt2jU9+uijWl5e1sDAgAYGBlKFtNMqrsV0+sd5gLdf97rXqdfr6Zd+6Zf2GWOuRZl5NayDkLxwXV4RkF+L0r5y5Yqmp6dVKpU0NDSkkZERHTt2TGNjY8lADw4OqtPpaHx8XJubm1pYWNDGxobm5uaSsSY3z7O9L9EIOA2833kGOtLgb1Nj3OfOnbvpta4fMdBHjx7VqVOn1O12deXKFV25ciUd4YjxIg1DeHt7ezv9RH0UozAeduZ/DJrLkM8DHi31D9vb2ymaFHPXgDRJCeziVXu0idBzlBd0Nl57LGKr1WppVQN1Ity3ubmZiR4xzrNnz2by1Gtra5n0k7e8efMNuBjfZysl8zcW7o4dZjF7NM60qLz8t3SjMGB0dFQTExNJofoPOcLV1VVdu3ZN165d0/LycqpUdWMWf7x5XoUJQ9HdcccdkrLLeGBSLzryTek9bOPVjzAmh51vbW2p1WppfHxco6OjajabGhsb08bGhorFG8e8cZrNysqK5ufnUwUjoCMaozyG83GBgm/WPtvhnM9162egaezX7oYYUMbG/s1mU4ODg9rY2NDs7KweeOCBtGSqUChkqqS3t7cz9IdffL6jQfXlLJISbzlfelGOe/7c4zk/N37wlle05smXL5+hGrhYLGbO8q3X66l4bnBwULVaLS0Pazab2tjY0OjoqDY3N9M6VY44ZKmYh1MdJNxKaDH2mfH+bTDUzBc0vVlzcDI4OKhms6ljx47p7NmzOnr0qKanp3Xp0iUtLi6mCmWKA0dHRzU4OJhC3OSd/SCMGFr2OfC1zOR6XYbgRV9B4OvxuY/rfGUEwMGNtm+uwuEdB+WGvZ94zOvr6+p2u+lkrShr7G2Anl1fX1ehUEj5+Ntvv12dTkfr6+v7zsF+MvrO6dpP5z6Z9nnPSech5bxr/PvBwUGdOnVKY2Njac2bLy1YXFxMk7CwsKClpaWkKFyBRiUX++QIE2/AjXbsW1S6MXyEknRvPNIAQ05+ZHFxUaOjoxofH08RAyoWe71eCr+Wy+X0mW8o7308qD0ZBUkO9W9LAzRFXvP8HsVhlUolKdJarabJyUk1Gg31ej1dv35djz32mK5du6bV1VVJe/OFkoxVqrzPwVseyOkXInPvJkah+Mx5je9cyXqEx9e9RuPI83gvPM8zMdQcyNBqtXT06FEdO3ZMrVZLp06d0tbWlqanp7W6uqrBwUENDAxobW1NW1tbunbtWm6RWRyrv/NmgLAf8PpCbCyXKpfLt5wuIsLDOujbbrtNx48fV6FQ0IULF1JqotvtJiPEEZCsfSeiQW2EtBdWzotawMcY50qlkiqtpT15YqlfoVBI0SN/JqFxnBc33NRyMEbXwwBkVkIgj9F7d77Y3d1NURtqR/yd6F+cJgD12tqa2u22Lly4oDNnzuj48eNaXFxUu91OSyOfTOg7zl0/uX4y7XNqpG+27V3e/z4ovwZvZ3x8XJOTk2k/2tHRUdVqNe3u7mppaUlTU1P65Cc/mSlk8I0QnHH4iWsBfalB9Lgl7QvDuOeBYuz1eolxXSAIR8EwNEI3ntNhU4nLly8noWg2m7r77rt1/PhxtVot9Xo9LS4upq3vzp8/n9DzyspKWve6sbGRyUH2m4db2ZfWjZ4r8i/E5ikK5zFC27fffruazWYKVw8PD6cj8VhW8Rd/8Re6du2a1tfX0xytrKxklgK5lyTtAZm8UG7M4+GR7Ozs7FOaXrmdZ7Dd4LkBzgstu3cSK8KlPe8JeYiggv5duXIlKV5+2HntzJkzader4eFhra+vp2Kmc+fOaWZmRlNTUxlQE0FxXu6elmdUoLsDgC+0Njw8rGPHjunUqVMqFouanZ29JaBL1OzYsWM6d+6czpw5o8HBQT322GMpvdBut5MHzXwQjVtbW0shXujjkUHXg5EnmVeKJbkPIEAxJWF0aO/G1w22A1X4j799Fz7+Hxwc1ObmZsbQ9nOaXH8uLS0lWSb0D30qlYoKhULy+tG38/Pzunz5sk6cOKG77rorzc3CwkJKIzyZBg19JcJTNdSfd09ayi7XiGFC6QayqtfryTiPjIyo1WqlytuNjQ3NzMykre9AjG6YfcvFGD7x3GFUbpGR4z15SlXan293zwUvd2hoKCMwVCf6Ugj3vLe3t7W8vKxHHnlE6+vrOnnyZDpPlXDP0tKSisWiRkZGNDExobm5OS0sLGhhYSHtsHOz9s3f/M2ZfWl/5Ed+JHdf2lvxdD6fLVYyS0o5VsK2bLfZ6XRSWLvRaKhUKmlhYUGPP/64rly5kjZGYB5Yt+xREmmPv9xgeA7O+QW+J6qSxztxLXce/0Yvw5+B0o3RnzyEH/lc2gvVx7AoNIOfWVe9srKi4eFhTUxM6Ny5c7r99tt17NgxbW1t6cKFC+nEorm5OS0tLaX0U96YPNSY5zFHWjr9v1AaKZMv+7Iv0+joaALmjUZDn/zkJ9MZzXnRvGKxmGh4+vRpNZtNLS0t6cEHH9T09LSWlpYyIWeesbOzoyeeeGKfp+p86Plm1zMUcuGNuvdLioPPO51OKsQi1Ox7b5PSlJSMJIZdyi47ZBz0n/sBC+7JEzVwWnFdt7u3n/fq6moaB9Xl1JSQgsQD39ra0l/+5V9qampKt912m778y79c586d00MPPaRLly5pZmZGQ0NDGRnsF8WJMuXA5KkY6y8II92vFQo3KgrZRGJ0dDStXWXh/uzsrC5duqSrV6+mdZzkCR1ZIvQgJwjmqN2VpFcvei6Qe1l76vnOarWaKXjwykl/Tp5SJT8jKaP0YSRnDPLrs7OzOnnyZDq4HbQOei6Xy5qcnEzMzzKZfgAjtoP2pfUQ6RdiMRlCyziZp2q1msLbbOKxu7urWq2miYkJjY+Pa3h4WJubm/rYxz6m2dnZtKXi1tbWPo8E5YGCikowhpThTfeEHRw6nxQKhVSd2y8sHXmMsfNe91idv7k3KhyeEz0blxHnXQ8F0vd2u63NzU3Nzc1pampK58+f15kzZ3T06NFUDU7EgrSObyZxUDGYX8P/HqnwMOrnu5VKJTUaDZ0/fz7t545cI+t5Sp7vK5WKzp07p1OnTml4eFhzc3O6dOlS2ubT51y6QQvAHjtyecGrpKQDfc4xYp6vdRoyvxhoDCTOEDlkj17m9S1GNNlYB1CA4fdq8+iBS1njLe3JAEutaHyOvt7d3dXw8HDG4JPPhmcXFxclSaOjo2q1Wjp79qza7fZNHZyb6T/X+wdFivLa591Iu5KPhqter6ftF1utlmq1WqraXl1d1eXLlzU1NaX5+fmUj4DonofwsB5M4MolekSxghGURximWCymMAx5TRAzXjBel4d0XFGCMukvkwfzYFg9rIzwDQwMpN2fFhYWdOTIkbTl4/nz59VsNlOIcXNzU5VKRWNjY1paWkpApl9e0NvN9qV1QfxCMtQoa1febNoxMjKisbExNRqNVIxTKBQSXw0NDandbmt2dlZXrlxJoTyq5zGyg4ODGY/SFZDzcV54NhoW5j9vMwg8/TzD495yv+I4PDcUuHun8KMfYOFee8xZRsUbx9ftdrW5uZnkr9fr6dq1ayn18uxnP1v1el3F4o3qXzZQYfmag4BIyyirMTIRwdjnu2aiUCikqvhTp04lHUGo1fVV5BVWeoyPj+vMmTMaHh7WyspKOsVqbW0tLStyUIeD4N858CqVSqkf6DsO1/B15+VyOQPm4QUMNEYt8r2DNY82wqMe+uZ3tVrNADLXSy4bjNPlw3WPj9WXl7nDRAEkIBEexZCzwUuv19MDDzygO++8U6Ojozp9+rQeffTRtMba58rHndf6RaoAELfSPidG+lZDoO6dRkRZLpd15MgRTUxMaHR0NFUzDw4Oanl5WZ/61Ke0urqaci8e1uOgAxdwF2wYwFFfuVxOCtFRH9/HimmvKnW06mGYmJvxyaF60JUzz42oUVKaUECApMR0a2traYvAZrOpVqulSqWSiqDa7XbKaw0MDKSCCPf8nP4325fW6eqK+/OtGKV8A02Yi3QJSzSoSAZgsXf10tKSLl26lPJ9hLrhL4/MwCOex3XDEZWOtFdt7tfCgz73vd6NPLCH0vOMPnzF+6Ps8R68F/8cAEjYz/sdx0M/80Cn8zfvRy4x0seOHdOJEydUrVY1OjoqSWktLzT28Gcch/NqNAhxvJ9v0Mgc+05d0Hp1dVVzc3OZU5icNyqViiYnJ3X27FnVajUtLS3p6tWraRc7quTJC8MnnuJzvYcjQVgcBwA5ydvH2w/XiPOMfnRw515trPGRsksAHXCS8nNZid64O1x5Rto3TsGR4l3OS73ejSVYviGLjx3dWiwWNTMzo1KplKKUY2NjiZfjCXEu70+GP26VRz/rRhrC3qrCdsHjB6V59uzZzGlDQ0NDWltbSye7RI/VDaUTzhEr4Rn6B5IcGhpSuVzObJEn7Sk4DKMzAc29dWdo/u/1epmqRq4ljxMLJ2KOM4/ZY6i00+locXFRH/3oR3XkyBGdPn06bfHIONrtdsoLUVDmmwXQbmVfWu+Hz/vnu3AHGrsnODIyosnJybRUDwVHKoW81erqqqamptKyFvJaKAzfS5iQodPOc230JaY23DOIKwuYS4/8RPDq/BDDz86zrhSj5+6NsWMsvVrdeczfHfk98iT9wUhjSD74wQ/qzjvv1POe9zwdP35cy8vLmpmZ0fb2to4fP542REFRxshDnjKM9HDD9PkGje12WysrK5qamkpzvbW1pdnZWV29ejUVlvrccEDE8ePHdfLkSS0vL+vKlSu6du2aFhcXM4Vi7FnN2mcHzV7djzHyPdyl7PrlKLcRLEp7Rt3p7/lrdAw5dj7Li4YgIwAHfybvdX3p67S9305r+C9GlTD6gBnAKN9xPX1nXER86vV6Whs9Ozublls6AMjjz2jbokPkqy0Oap93I+2NME+r1dKRI0fS8pdmsynpxs4ujzzyiK5evZpBoRgeR0zutcZKbxQhngUKh3J8SZkQkKO/qOTcE3aEyY975c5o5Jz83Fang4ef/F2FQiFtUiApHcnGKUbk+HZ2dlQulzU2NqaxsTENDQ2lUDn0ImzuG05467cvbUR/boCkz9+aVRdOhHhgYEDHjh3LnPFMbnp8fFytVkuS0nK9q1evan5+Pu1VHQEg/OCHzPMeFI57oG7U41Kp6G248oxG3VueMohKIioP9+Tgd3Zq8uf7yVv0GyDHvHpenf7EPqAU8bYw1g8//LB2d3f1tKc9TRMTExobG5MkHTt2LO3kRvGn85mDgZt5LpFef9MNmmKkqSvBSANGXFdJN/iSFN+RI0dUrVb1yCOP6Pr162kZqfPdwMBAphbCPU50inudbhwiQHTdGcfh8sT//gwcjIGBgbT+2XcB82d5Sg/eQG4lZeqIvKrbVxK49x/5DHlzQ+46mELFKKPInm+T6mD0uc99bsag+kE5eXJAi1GhKKMOhPrx82fNSMeJpB20Ny0dHRgY0MjISNrqrtVqqdlsqlKpaGZmRg888EA6sBxPlxJ7vOZisZhZ/8bkoSCYxFqtlkAEE0I/2O2LfEVkYvpMaNBDLFxTKNwoIPMKSC+u4McZiXchcPTJBQGlibGv1WqZSaaIA69/ampKMzMzajabOnXqlM6fP69nPOMZmeUzbD6BccrbzCTuSwsNIl1c0Xg49G+qQW822GBvbfLO5L+IytRqNQ0ODmptbU1XrlzR5cuXNT8/n3ZxY6MDKjpjiIvd4FwAEehoRBzJu+H2/6PcuCGX9q9h9ud5oY3fH5UA8+7vduXg/My1w8PD6TnwMJ5EBOIxfOhyAegpl8taXl7WAw88oEajoZMnT+r8+fM6ceKErl27pomJCQ0ODmpmZkaXL19OtRc832nj/Y9K0I3G31TY2w2aA7qNjQ098cQTGfp6jpZ7yWETAdvd3U1r8kkH8GzCxOgKwtmAcPRUXgrGI4FOO8+Tom+cP2OEhyVa6B3uy/N06Uf8zPW0tHf8JnqQ9+Otu9H2VKQ/kwgC13GN71IW6zgovKVegHTk+vp6otfTn/70zP3xiMsY4YFO3vIcnJuFvj9rRtrDjN767U3LdeSnzpw5k9D0yMiI6vW6Hn300VTNyGYkhIY59EBSBuFI+08UgkFQuDGvgHJhG0gPTUvZ3Dn/O3FhIPdCYA73rmFoqhAxBI4YYShfluGVoPSZ8DvCTmEbIIDv+H99fV3Pe97zdPLkSUnK0ITwN2Egb3Ff2tjyvBanzd9EQyGzVpfisFarlZTC8PBwqtjk8AFJ+pM/+ZPkpbCcBDqUSqVM8QnK0Zf0xQJEN7gYdxRpVFJ5Hop7pNwDHzpNXbHxnT83AgLP8/nzY/P8IHLkihej7ScY+TOlbIjdFSEVtADEra0tPfroo1pfX9dXf/VXq1araW1tLeM5TU9Pa2pqKpPXzfNMoEn0ZADKn2tDjRz7PPg7fRMRB0/SDfmu1+spTXXixAl1Oh099thjmp6eTmkD9BTpCTYxcb3l3u3w8HDSPRjtYrGora2tDJB2wEC/0F8YzVqtlr5H57Ekq92+ccSlb5biRtQ9b2lPZvBsGQNzTpjclznigOGcDQ8PJ33nBpiiOcaPTaKfklJfeTbXA7x3dnbSJjEsL/y///f/6p577tHZs2c1PDysCxcuaGZmJj3L5zsa634GO/JOP335WfWko1d10N60GIjbbrtNk5OTqeKWDf23t7f1xBNPaHZ2NuVupL11rpVKJaO0YLRSqZSWYfm7mHi+c5Tvi/Y9b+PKM4aD3WPgCEMPx7g34UiQz2Auz6vTB8ZD0RDAhP44ooUmzgC+eQFoe2NjQ41GQ7fddpvOnj2rsbExXb9+XSsrK6rX65qZmdHCwsJN96WFnq4M8xTg36ShxoOmaK7ZbKZCMELQY2NjaXkVCmtlZSXlmPjxJXxuoOERDwXHEC/jjnJw0HIbB3zwjCv7arWaMUoxBAx9PXQeC3ei5+198ef693jcPM8VWqPRSLRZX1/PgF7438eFXFHr0el0tLS0lEDV4uKiLly4oJMnTyYPEqU+ODio+fn5VL8RaRBpmccbGITPVXPvOYKESG+ayxBrx5vNpsbHx1UoFLSwsJDqbnq9XsaLZNdBUhce5nZ95sYX/eV1LP7j9IqG1fewp++uj10ObibzkY99qRjPZt7L5fK+SIjnj9GfgAOPAPkP8+80d5AkZQtycXrgVzaFefjhh3X77bdrbGwsLcd0h5Bx5UXE8oBlBJz92mfFSLtyuJWXSjfChaOjozpx4oSazaYmJibSphwXL17U448/rsuXL2eYkTNEUXqO3KS9pTAwnhtH0H800HFSPVTjxt1RoN8fDbp7HVyPRwSNuAeki6HudDpp31k8YPe0HY1K2c06/J0YITw5+vHYY49pZ2dHp0+fTksLMM7Hjh3To48++qTmPHprvDv273NpqKENqYpms5lJN1QqlbS+HpS8srKihYWFFEr1rROZH59jFIYrLgeFzvM+Zq+09bnidzTwMaJChCB60LzPvem8w1Uin+f1w/kGpROVmYeUu91uZvkhaQNqIzz078qoWCzq6NGjWltb0/LyckoZ4f2Qq77jjjvUbDbTcwYHB9NyuLyCnUj3PC/GZfdz0TycfDMDHf8uFotphztSMSsrK5qens7sEIfhJSTOUaEOEFxXYKQjTdB/HuGjwdeehhscHMxs/+nPg74xUoERpfl1/A9v4vnu7u5mznNgDPTZowg4W36qF8+jzxSGFgqFxJcOViPILpVKKWKBPh8YGEigfWtrS9evX08HnBw7diw5Unk7kkU7GP+Ohvqg9hkb6WggbqUhsJOTk8lIc7rOxYsXU7EEk8BetIQsCoVCKsZwomOkCW+A8nyhvaQMI7hidGFzAw3a9fBlNJBuoB3BMVmuMKU9ZnLPHgUIg/I+jDj3eN7ICygYG8KMAoQ+FERtbGyk6u9Tp06l3B0bezzZ5gwYEePn0lB7Ad74+Hg6GEO6oZApwqHGgPw7u7CtrKxoc3NTq6urGUF3gfa1oXgzjMf53gXNK2sdzMRwsxe5oRxu5oXH57kCi8qSMUAn7o9FWP5MlLT3leahcGQIungUC+WPdwfQJgImKbM5TK/XSydnLSws6J577tGZM2fUarU0Pz+vO++8U8PDw7p8+XLabKLfWLx5/z9XhtoNZL9ISaS1lC32GxoaUqvVUqvVUqlU0tLSUlpd4DqEdAM6AefBPVwHaB7V88KqeApgdCzc2BNaPggEeXEun+fxIr+RMwy5L/fyaBJHY6KTyLlLSnljd7zQ96xUKBQK+0CJFyTGCBH9d4MPLwNMp6enValUdOLECZXLN7ZfXVhYSHwcx9uv3SwE7u0zNtKec/IXE1bkf7yC0dFRHT9+POWdT5w4oVarpZ2dHU1NTWUOMCD3wgYIfoKLV5y6By3trb1j4tyQejGC7z/L9XnhKkftHm7JE0C+j0VE9NMZxMFBLKJwAQRpMk5QLcqd/734AqDAWmryrGxmgldy9uxZHTt2TKurq/rar/1azc/P6/r168mgu7eS5y0f1BzwMObPVsM4DA8Pq9VqaWJiItGcMCo/W1tbWl5eTh40a01XV1e1tLSUlIDPM6FbFIODNgwjPx4t8TBxFED3+jwMC8+5B51HS+cNPuOdfO5KMI4pgkk3WP69tD9M7CCDFvmNMCWRCY9oFYtFbWxsJHpSF0BOj7DnhQsXtLS0pC/+4i9OFeB8R/+WlpYyqy2cR6P3zt+MO9LnM2nep4NaP31Cn4aHhzUyMqLR0VGtrq6mjYj8qEfozaEQGGkHfO6dot+KxWI6pcyfyfOch7ymCAPttT9+n7RnjAGLrttcdwD+4lwhR9TgkJfmHsC157lxuuK6cK8DIhXq1/hpYNAt6l14JkYg6CN7JszOzqZ8d7VaTfnxvCOJaTczygfp1M/ISDuT+oTEl0Lw0dHRtEFJo9FI+0tvbW3pk5/8pB566KHMRhscE1iv1zMTKymTe3bBo4o3D0HD4L1eLykKN3gHNcbGxHqFpCsip4kbaBSje2lepBYVjQMLBxhxn1/Gxzj8nV7YMzQ0lOja7XbTWaqdTkfnzp3TyMhIohFI2w1YP2/ZkX4ezZxPbuV4vltpKCDyeGzSQv6MTV04GY29d5eXl5OAsxQGerryRGj92NMIRN2jpk+e9nB+9byx58i4z7/vx4f9QmRusPkM5ReVoxuq2E+nbbvdzoQ3/b3+7ghg8UgowAEIMj6qYVG+o6OjqlQqqXoZmVhdXdVf/dVfaW1tTXfccYdarVZStLTFxcU0NqdZHp86rbye4DNtkSd8bvK8+jwZp2CJNM2lS5e0sLCQdJvnoguFQtojXVJm1YxHV5z3CFfDx85v0p5u8lQa+prIVF6klHd4uNk9ZPdgpb3oUl6kx1faIFcxKskzqK/Bc4WGXrzr/SLiyv88x/U0vMW99MtTDUR+isViAom9Xi+tWMDrdtr0k+doI2/Gi0/ZSHuYxUNjLsgQ7tSpUzp+/HhSnBjnwcFBvfe979XFixdTVS0VfGw6AXrp9XoZo+z7KHMABxuTkNeloRS5vlC4sUzKzx2FiWAaR5WMhQl2hsxD8VK2SpL7vC+em3ZaYlDHx8eTlw8aBHFyGpMzEgaAtZMeNsIrrFar2tnZScs5Njc3de3aNT3wwAP66q/+ap05c0YTExOanZ3V+Ph48qgXFxdzPWqnb97/eYDtM2l4sxwhye5hrHluNBqq1+uq1WoaGhrSysqKHnjgAT300EOJ7mtra1pdXU00dMMM3Xwz/ghImFOe5/k75sc9VITc+dENukeBmDOPuLTb7YyS9u/c+BAWJGwec3TeBzfm8DXXk4JxQ+5RG+TPvVQHnjSiZoQKeSY0ooq7UqmoVqslmV5fX9f6+ro2Nze1sLCgBx54QC972ct08uTJdOY3tRTs2U+L8xQ9f1fqTyWtE5uDlTz5cJAQawqgO9FCQPH8/Hxmhzu8SxpGJxaLuoH08C5zR1Eqc+D3Aa58rT/XxzA348QQ+/am8KYbNO5xfRXD8vQ75rGl/VEEtjqGjn5KF8ASfsPwA1qhdazfyEsV0fDOSTl6hJPtln2MeY7qrURaPuuedF6YxxEkP5yfevLkyZRzaTabKXx9/fp1TU1NpeVVTnQQJKET3gsTOBNTKOThaw9tuTDxnVdyH2Rw4zPcYLqC8nu9uCsCmEjHWGCDgQBwSMpsWoCB8PC3L5XxHKqHYguFQqp4jlXlkvTYY4/pzjvvVKPRSM+FXigNWpz36F05P/D3Z6OhPDipamhoSMPDw2ldtK9d3tzcTMeW4sWz/tmr/2NOM66/zxsz/3uxIaCH+UKxuqGLClJSxkDzEz2dGEKLnm2M7riX7OHQuMzDPSc8aD73ymCe6f30EKEb8phvLJfLaRtWjjtFjlmCg9HhBKZut5sAe7fb1V/91V/p2c9+to4ePapqtar5+fnUr8XFxbSMJ86RG8g4lzdTjLfS8vL2/SIe/m4MT6VSSQWz8/Pz+tM//dPktUlKes3rSnzJGyDRK4x9uRV6A0NVrVaTTiH0iw4AtBC+jStIHGDt7OwkGYqraIiGSMpU85O+RF48JVgsFpO37zwE7fCgSdNtb2+nCAT77aPrAHheF+Jb4QJCY0qx2+1m1qJ7hTmOm0cyKVY9c+aMJicn9eCDD2ZWOUQ+uFWDndeetJGOhoXmzOoez9jYWFq7evToUTUaDe3u7mp6eloPPfRQZpevOHl8xg/XQShyJhQ2oDTxwj3UImWrBGOxhHusIE4MNMoNxQLT+zXuSURE7UrNjULMEdIPr+b2ifb+IiCed4GJOFSBe/1ZAAAEE+G8ePGitre3de7cOU1MTEhSMvbXr1/fF0Hwec/7+3PR8KSoZyByQLiwWLyx3Gx9fV3Xr1/XhQsXEsjAe3Yv0eeMELrveCTlr73lekfZcS0rMuK87BEb6EXdQAS+zrsodvrhxiXSP4bX/Lkopry8mUcDvDl/Mq4YgfB38z187iFX5IawpntJvs8AfIwBuXTpkrrdrp72tKfp6NGjGhsbS+/FW/etHiNg9Oay95kWkfUDoQcBVOhENK/VaiVvjLGjp1zv+P3Q3iM5fIfuc+DlESJ+APeeLoyAX1KGZ/J0H7SMwDKO2b10X0WDrFUqlQQqIkCAjugfL2jzrXo5DMfrFVzPA/7oD7JOxBZAhIzSNyJO7vSQOp2bm9Px48dTVT7083mLTkweODxIdz4pIx1Ro7/UO0FoFY9ndHRUY2NjGh4e1tbWli5fvqxPfOITmpubS6EHz+f5pBQKe4fVeziR0CZMKe0ZI5AcjMXzpKzSciRVKBQy+VcHB4zRz6n2IrbY8nLQPhEIgzOzCxZGGiZCKCKAoeKbEFhEuY4iEVhHiTAnYeBr166luZycnEzgB6MNoPIxHcQrn81WLBYT2CNtQviK/7e2tnT16tVUfEQ/8bbiEX1874cP+Ob7KELeH42reymSMrR2ZUxD6cZ0iRurGF7ESOPZ50UuIk/786NX7f/necturP098LTf54aa/uKFufKnL5VKJSlSipuQ+5h/lfZCuysrK3riiSeSZ3bkyJGUpz516pR2d3dToaO3vOiO06yf/H6m7SAdyc/AwEDSkd1uNx38QMTKlbnrEZ+PfmCf/x1Y+0oZwKjnjnmmh629CNINVB4d/YdnutPmOXFf4oSO6Re54l3RQUD+kSn0HkYWGriD4gCDfrjMMl7oAI29v7wLr31hYUF33HGHxsfH0yoRP6jG+StGXCN/9GufkZGOHfAJYdcnQhKuRB9//PFUlEQI1/MfNIQXYeV6L06BOZkQwt1RAXnzQgkXHEelcczuuTrKv9UwRp4nJmmf0uZa+sfvft56BBoebnSkvbW1lejsWz0ODg6mwo/NzU1dv349RSPGxsZULt/Y9Ylnxt3aItP144/PpDFGPOZKpZJqDyYmJlSpVFLtAkurWIPLJiWxyIh+A1gc5WOMAG0OcKCZex0xyuEtD8CiyGJeFAMYq67xSD036bR23s0zPnl/R1l2j9iNK2NyBebvZzz00wvxvI4DWsN7XlPihpr/nU6EJy9duqSdnR0961nP0u23365yuayFhQWdOXNGxWIxdylMP3rRv365yFtteQDgZtGlUqmUjkatVqtaW1tL66LdiMQ+Mifwia9M8YIr7otRDYA8eW73HDFKeTUPkX/c+YEf3Li7584zMIboaOyEO1lEMdFb3qAJYyYUjWwAwrEPbg/c0/exoF/hvai7kPEYXePzzc3N5BAS3VtaWtrX7/jefrzTrz0pIx093ejCFwqFdGQiFdww4+7urmZnZ3XhwgVdu3YtVdgSrvbyeg/reWVer9dLYXSIBpE910H/3Ji4lxq9B1CnM0ae9+tr8pwWeeF/v9fRr7e8MBl9iqF4z7G7MvPv3VNDaHwf8FjohEHqdDpp/enGxoauXLmS0CdzCUiZnZ3dF52I48xDhk/Vs/Z5w0BT2T0+Pp42wCESMD8/n/hlfX09nWIVjTN0Ask773heFLp6JX5UZm6kXUm7sfQIiMuQe6V5RsMViXsnkfY+7zGn562fQnDQiIKLgAF+cw8LnnIQiefHs+BLcs9e/Q34dmBK/1Hyvtf9zMxMMmZ33HGHJicnk+Iul8uam5vLnJceae50+GwZap7fDxhFo10sFlP19ODgYDpww4vC4DkMCMbUw7GugzzkHYsEfQ7hN4w0qS++60evOM4oR9zrxpF+FQqFTH0Nf5NLlpThH+83culGXlJaZuU60Z0+dBz98IJOjzp4HYfPGzwdQ90ABZwVHBecBi84znNkIhC4Fb34pD1p/9v/J/Q4MTGhU6dOpa0yWZA+NzeX9uF2zwZBjEpPyp7whKFh2ZQbad9U3hVGDFf6T/SifXx5aNi9XZ9Yf5e0VzEbJ8CFNobB/Z0xV+7fORBy5OehTEe0Hp73kCL3YoihB0ap2+3qwoUL6na7evrTn67JycmkQBif7397K+2pKkHoEXNazWZTo6OjSeFduXJF09PTmp+f1+bmZlqr6/UOzKOH4yIfuMDv7u6m8C208pBev3G5IpP2wojRE3bewVOXlFEm3m9XxM7X8IF7Tf2EPw+w8HdetMcVsKQMMPQoU56Bcg/ac38U/tRqtQTCPY/o4ycETJEZ3336059Wu93WnXfemcKe9N8N9UHeisvVZ5qf9nYQEML4YqQ5fternz315zuzMV9Od+YyOlAeifPUBUbLvVw3IK5//HN0q0d7MJAOGKLjEsEDMhxTdx7B8SiC34v3zf/0JTom0Wny77mXnDY7sxGidmDtaQDqBXAUiUCyUqFer6cTG/Hqo12LtPb5PKjdkpHO80B5IcQ8fvy4Tpw4oSNHjiQmmJiYULVa1Yc//GFdv349Gd1C4caJU44SeZ5XT5Nz5cQn9yB9r233CN04xdAcjMF4XBiYCEeZMAT9ccbyvWyd+DzP0aYzqntEETRQQAHCdO+OZ6P0vLn3wyYyMC90ZIkbSkJS2hChWCymdZpcv7y8rE996lO6ePGivvEbv1H33HOPFhcXNT09rcuXL2t6eloLCwtaX1/PRYn8f1C456DmxXTlcjntuz04OJjC3vV6Pe1K9ed//ufpjGzfg5fwWQzT+UoADI/vx9vr7S1/wZvzELADo7hUxecXngJ1xzWl3APfxjSM85gbWP+c3Zc8n8mPb9SCEvNtTnl/zL1DsxhqpUrYFbd7+q7g3MijPKE1NGIVA6sN/HATDEmlUknvZo42Nzc1OzurWq2m8+fP69y5c7p+/bqOHz+uq1evampqKi3POijUyJgjEH+yjfsjuPd34IXBv2xVu7q6KmnvCFDoRv4+5oJ9zrza240autPBrRthaOxFpu12O+lVN7huSPL4Nr4bWjjYAlDQL3iFd7n8uL6k8XwHI/QH/vKCNweKDhxwGpFtHBuvA4IP8Pg7nU4y5rFokv0WOCCFfb4BXtER9CjxrbabGulooPOQaalUUqvV0uDgYDpNaGRkREtLS5qdndXi4mJSUoS7ODJyYWEhkzNxb4CcM0oXbx2v2fMzEJOJo3lYxhF/XkgQZvNwkX/uigyBjMo0z1DxOzJX3nsp6ohIM8/r9r5wDQgTQeFdtVpNq6ur2tnZSQaKUFeMEHjoqFAo6MEHH0x7Kvv3u7u7Ge8mMp4b72KxeMtrU2MYD8/DwRMGdnd3V48//rjW1taS5wy/+vs9RO3zS9QjbjOL8YV+DrjyDJK3mP+OuS+nT/TkYhjTv3fD7KF55iPyiI8ZENrr9RJQjvwb83YR6cdn+dihi0cuoIPLqgNjgEO3201LfygAcqXr6RnfnKLX6+kjH/mIdnZ2dPfdd2tycjLNYbFYTIWp7hXGcUUejcbwoBaVbdQL8VoAx+TkpE6dOpUqgmdnZ5NBZt2/pIyBjuFk5hfHxVMzpVIpFWrhyFCL4kaMZ6GPmSenE63dbqed0Bz4MT8YNGQpRhm5LwIXoqCkPf3dzsPMj0c/+C5v2ZNHlAhFu+PmYADnBpCyvb2dlvV5pAu9ww6O0OHChQtaX1/XyZMnNT4+nuYzLzrsfzstDuK5A420EyZ+7n+z/g4UwUL25eVlra6uprVtMAWTzv8IHoRBKCl82N7eTowXjZAb6Dwl4yg0MqGUzeW4gY6Rg2iI/e+8cEVE1u5ZOdN5vhmG9W34vM95k4qRjSErBBjUyljxVjDSvnyFa8hHwogU7Nx+++0aHx/X6dOn07gpAOyX18tD4Ac1+u/Gg8JDSQkFg2w/9alP6dOf/nRmLXf0amNUwz0/j9x4RMLnBQMJbzhfAQp8fK7sPa/l/O80QekwXvdy+e25QzfW0v6jWfNSJk4LjKx7MdGLRJkztn4K3CNYDmbdkPj7qeqOMs6Jbx658HB5oVBIBse3uV1bW9MnPvEJFQoF3X777Wl72OHhYT322GNaWFhI8uZy4mPweYOet9qi0emnbAGbtVotndYm3dimF8PGde4ZRtmHDl5/4j9c5wVhyDPz5TuV+Tj6RQFchtz4MYeebiSV4XswdLvdtCUsLdZ3SMrsGOYG13Wd6wb3kn3srleJcrleRN6dB31vA+SafQ86nU4qiPR9ONAZrN/e3NxMJw2y4UpMC3jLM9Z57UAjnWeg48MrlYparZZGR0dVKBS0srKicrmcOr21tZVQIkU6DDoqNyYLRQyTQXQ3jNELyVM0FFrQnGliJADlAKNEg+jv5xlc4/nx6KH0Q9QRGdIHf08EHfzNM32dI8/2kE2pVEoAp9vtJqPMYeYIEuEcN1LQdXd3V6urqxnkevLkydTP6enptB/4QQU4N2NEnwunD0dQEmIlXF8qlTQ3N6eHH344rX+W9qcb3MAglM4zFCW5l5wXSUGxMTdUxsJzMQUhZXeZc0MdPTYHffCAz2f01pw/XDl7SNWNp7+HvrDZhT/Xw5Bcz080tj5fsZCM6xwsxd8xquGKE0PiezQ7CEDZA+xnZ2f1yU9+Ut1uV+fOnUvrjk+dOpVSN4wn9sNl1GXyVrzpqGTzwDQNXdloNNRoNNJ2qCsrK2lO0GG+csS9c/jD+ZN7Pcrn3rLn+v26PIPsOtXnnGsc/OEFsxSKfsNvnrdmrpx38arRSXk8GfnQ58af5XILT+GESHu1GjH3DG3d8Dogd0ACf+J1dzp7R1sS/SGCfNttt+ny5ctpq9vIM3m0P0g/PikjHf+m0rper2tyclKtVksbGxuamppK1cKFQkEbGxv7zn+mga4x2vV6PV1LiCHmrOOG7zzHhQWiOpO6dxnHArIDpXrr5wE5nWjRQ8mjKUoJZov5nLyx+TUwL0yJEouoFuZCaGC83d3dtOcs/SE8FpWTG0DGTWiK08sIfbsidyV9q0oven+FQiGF//Ce2cp1eXlZFy5c0OLiopaXlzNG0JsblTwP1ZUhggpd4P9YmMTncbyM04GBe5kRyMUUidPI3+UedORbQsKuQOmrg2AHE4Av5wnnw7z0RfQY47WeM4yh89hnp5MvcXHA6VELN9K8g7oNQpPT09PpeWfPntXAwICOHj2ayWFHsNKvf59pi/PJ/0NDQ2o0GqpWq+r1etrc3EznZBNJixG/GLFz/kUnoU/wLCOPR13EfPv3/bw8HxNLD+E30lCSUhSU56NzGANRUAcX3pf4dwQMcTwxzQL/FAp7B3NI2V3P3B5ANym7gZSnazzFCW/t7OykomjANgCDaN7o6KhGR0e1srKSMdRuo+KcHqQfDzTSUUgdeYIoMNIjIyMaGRlJRgAGXF9f33fSlDcI5woZpehFUFQTQyjy1XnFAiBGfiB6DCFFD93/xnuGsNFwezWoE9+9NmcwDCB0jPlm3hE9eKe/vzuiTM89uXcu7Qmxe0mEoDwkBNM6UiaXzT1Xr17V0NCQbrvttrS/te8F7vkqH8fNjHQeqCmXy5mtDDnVSpJmZmZ07dq1tMzKlRtCzGcoQFcQTiPQM3MDfb2aHLr4b86njsYYWnkqIho5xhyNT54hRm7cA3dF7h56TG+4AiSt5B51BEb+Xv/bgYikTL7Y55l+ArLdm/fIkdMHQ+0ySgQIj9NDmw6o8baLxaJmZ2dTOueOO+7QyMhI0hdXr15NhjqPF2O0Ii88mXdPP4Psf2M4+KFAE7lxmfH5dVmN7/XQr4NMrnVnJC9CFHkyzq83noFB5jrmDB3uNIvOB1FU5x+u8/fkAQi/zuXBUyvUM2BsoQGes1fPS9mNhdCN0TsnT833vhucPwNZ2tzc1NramnZ3d3X06FGtrq5qfn4+dxOlPBr3azf1pPMehPKkQpGlFBcuXNDU1JSuXbumlZWVpBBgSmc2lhVsbm4mLwkjQ7iCI8C63W7aDIXwF4zt+RYKSlz44zh8ORehxRje9AmIY3fPH8Z2dAZj+Bgw0B4Oo0CMil73PD107x5ZnjKVlKp18zaEkfYUCAqsUCgkeqPEer1e2gvb96xF2Dh7eXd3V5/4xCfU6XR0/vx5PfOZz1StVtPFixc1Ozu7zzjFkGJeA/Q5gKlUKjp69KiOHz+eTkI7ceKEVldXNT09renpaV25ciVFbDBgbqQZF4adefIcVAyTQ2tAI4baPQM3gl71icGIHg2NvKOH9JkfclwoAQ8TRuF2L7TT6aR5Z8x5UZ9uN3sCV6/Xy8iQRw+oiI8GlWvpQ1S0KOzoUTEnDiChM21zczNdAyiDlvV6PUNfeL1UKmlkZCTtQ83P2tqaLl26pK/8yq/U2NiYjhw5okuXLumRRx7JVZqxAT4c0N+s9VO+jL9SqaharSYnZG1tTSsrKxkvOjobDm5iFMBly8G9zy9y5Z6iF+55H73vUffxXt+CkxaBmBs753MHujEy6DVA0UjT/LPovPiz0VteCIqsuDPlfM3zXB9LN/YxBzD6XvIASCIL0GF7e1urq6uanZ3V5OSkFhcX9fjjj2dSrjeLWOS1m3rSkVgQxTd36HQ6evzxx7WysqL5+Xmtr68nhOPbGcbq6na7nTmcG8SFAalWq8ko+sSjWF3pwpyxgi8vvJAXCo+hXkdsPqGOrGBMN8rRk3HjTGMsQ0NDSfm4QXSvzkNHeQzsR226Zwbd6DPABkPB/HA/oIn+QVdpj1k7nRtrVdvttq5du6Z6va6TJ0+mEF6lUtkHYA4yzs5PLjwY6VarlQw028rOz89rdnZWS0tLKcTmeSw3DIwhenURqcfiKKch899PmNyDZZ7yIh3+nBjK875EI818ueF1vooG0QGeh+SkPTDA//AA38Xm74henYNWnusy4/LhdKL/AERC7y6zFE+SrwRASspUCSPLg4ODSQ4p8On1elpaWtK5c+fS3gCrq6tpyYy/r1+DVgfNfV6Lcw8oJhfd6XRSPprmMuARx6GhoQxf+jwAWJw3vECReXEvGp3tY3A59XnNG6cvUfJrYlomPoMxxtA28pcX6eLdMWLj8sTYisViZjWQyyR0iTUaMZpJP5zGDt69ah0e9cLTdrut9fV1Xb16Vc95znM0MjJyU/3Huw9qN/Wk8wwXBCDczfowllr5ZOEhMGjPL8EghM4caTtCikVVEE3aC5f7siFH6DFMzUTCFEy+h80Zq4+difCQORO+vr6ejC6eqIdSXBE7s4HEYADPLfrked4vhjK5J3pmGEv6AH3oj1eTguK9IlNSJrfNaWMolpWVFV29elVHjhxRtVpNqQpfmgAd+zU30NAbYWPLRArHRkZGUiSA4+pQyHiTblQQMAqQEGrPC/M+r053Bev5fM9R5YE/51N/ll97KyFU5IN52NjYSLzCXDs/Oh/mhUWhLWDaZdhz1+7Z+P3+E4GgP9/f7X1xIw798OqRP/f+vLAJRQgNWH7JUjv65Kkeingk6YEHHlCj0UiGmvw1+cMIwOKc0u9+BZGRDlFfwhNssTs5OamhoSHNzs7qypUrmS12PQoGwGJnPT7Lm194xt/Hb+aYfcIBOtRv0NzgRUObx1sRbHnxlyQ1m8104pxHANGNrsedFyOg9PdFOeIaD1Hzfbl8Y78JGjxHwXIE0Vwj3UipcZwlHrSkBASJlHa73QQk2bOb9NfMzIwWFhY0OjqqY8eOpT1C4rz5/wfphZuuk3bG9Un3YwLZ7D6GoVF0dNCNFgpta2srMSnoGm8C71pSYlomFsH1BipnwHmKicIjD+vm5aDc0LuB9jV5jMmPcXSm8zA1QoHxgEbk3Z3x3Yt2huRZXIPR8f+dDl7V6NviwfB4MO5Vex7HN2xxZdjtdtPZv6Q9KODy/jg985gwIlneg9dBDq/VaqnRaOiBBx7QzMxM5tD3KMA8C2NPCAt6R/o66IrFfMx59DbdK4whNLw25ydXdA4GHVRFg87/GBxJ+8LF7tV62icqOJr3yZWkX+d87X3yVFTkf67xtI7zLZ9xjY/dP/PxUPCDjEJTalUAg16wBm8SelxeXtaf//mfq1KpaHR0VMePH9fy8nKqlckDWt6iTOUpV7+m3/2sAy6VSgkgsK6Z4liih4BrB5SuH/xdrqN87qA3c+xzF0PjkUcdkEWdCGBBd7tBJyrodQ55EUTAmoOISLPYr7zwd9Qv/n30vN37daAY9aE7Un4/z2S+fC6Ghob21eIUCoUU8m40GlpYWMicge1zdSvtlrcF5QWDg4PpoHaQbaFQ0OrqatrtqdfrZYy0FxZgDBBocqSSMiezSEol+W6QXKijUoLJMcwe8oP47DjjhyrQ4sTz7MgwrsAQCLxXwkHeh4PyLJ7/k/a8Mfeo8ibUjXVUxCgwAASCz3v8eSg1F6Ber5eup4qWe/BWUDYLCws6ceKExsbGtLy8nHjAi/bylJjTwz0SlDA7r/F3oXBjTTa5cUJPPkduHFBwbsx9TvsJqreYnvHmAh2NNtXuefMW+SEaCo+WgNwLhcK+VQr0Oy/P6MbO+wmP8n+8Jk9pOwhyGfSIhfM674fGgBwvHHXPWdpTgMyJe6UUifqc4Z16ZM7DvADQjY0NLSws6BOf+ITuuusu1Wo1nTp1Squrq+nEt+i5RZ7kMwB/Hg/wd3wG8k2BZalUSlEgd0BIFRWLRa2vr2fC+c4XkV98TbF7u/yPY+MnUDmYYg7gx4OMSHQi+HHdyzzPzc1ligGZ4ygz/tx+3qRHKvLo3m/+onPpOszTGBHsxrG7nOBU+v3lcjnxoo9hZmYm6S7AQR6/xb7mtVvOSSOETL6HuwuFgqanpzN7cjNwjHSxWExr6jqdG8d8semJX4cxj165T7YLuyssKbt2mP57aMK96IjgnWAQNT4rr5gEr989bhrer3vzzgygUM+f5IEF3uMgJc/w+9pS+oNiyGN2hIsoBQbBlV+9Xk/98dDWxsaGZmZmdOzYMY2Pj2tpaSntaoaCzhuLC2zsPxs+AAJHRkZUq9VSFTfr71FyPibe58vQPJICzV05ofQZt/cH3kIZuqfo8+r0xIBIyoTRfV4xuDEK4nldv54+0yf3RtwzjV6J9znypRsdDznHseD9Of/H9zgtHWz180xcUTFeDHHcBIN5Qe6RP8A7Z/i6kXAHoFgs6oknntDg4KCe9rSnaWxsTCdOnNDHP/7xDAhzens/mRtolKcrop707+Hn8fFxFYtFraysZKIjXIdn6kDFUysH8YjPAX9jQHz7237GwKNLPk4Hk9EIxr8BBDgGvd7ejpH0yXk4Gvl+Rss98ihHbvSisxUNLnQ8qObH7UGUK3jQgbCn0ACZgJOlpSWNjo5qfHxcy8vL2tnZ0fr6+r5i5jy6xnZTT9oZEGQIQmA5QalUSttDer7PlRmoCoFnizVXZGwmD3N5pbZ7vVEhoVyZUN8AwcMq5Cp4VgxpxInl3dGjjYLKeD1XHSci5nri/bEi14XSDQLjzKvSlJQMGCFv8rh5m8egHJlLrxdgPL5sp1AoZJYl7O7uJqVD2JslW2xkE4XRx8zfzqhs9kBlfKPRUK/X08LCgtbW1tL+724QojFAgUce8Lnw0Da/obXzfqSJh3ehZfRyUE6u7Ly/TgufR+YneksOdpw33Ci58qBPzk8xLM3n7p1CoxhBcC/K+ZDvMOR+bfRuY3+QVedheDvWB+BN8wyAPB5i3vIfctfr6+uSbmzdWK1WdfbsWZ04cUKNRiNTsEafvUWD1E+RRs/O5XRoaEitVkuVSiVtmYzC52ARol9EYdxwsIMXvOLAxnkvNubTtxjO66fT3Wnejy4OGBwcO+BDP7nsI48c7+gyEvsTgQnv4Pn8H4GR64G8cTp/+v/O/x7JceDE315z4pEi7vUC1a2tLR0/flxHjx7V/Px8StFGPstzyLzdUribgQ4NDalWqyVPlDDN4uJi2sHKvRm2AsU4FwqFZBDce/GfTqeTGLlQKCQmdU+YvDiERvF46A9DLSmFTn0PaA93OLJybwchcgOMAPmBCxhR7yN941mxWMOFxj00mAxD40rbc0sxdOhFVRzTuLGxkXL+hJFhRgcuvh0fy9gKhb1D0re2tjIbevgJMNevX9fFixfTsYGc34yCdMQLL+QZaMY9MTGhiYkJjY6OamxsTAMDA5qentYjjzyS8tEOalBsCAufo/zc+MbcM7T361xZAfiIvkA3z73h8WBcoCmKkd32XPnCE64AvDo8emwYQRSH81KsU+B6lFqMBLlSwPPxfZ8daLDyAHqjeGNFMfSA/6AROsPrTdxLZs4dPEQvnOejV7wfu7u7GhsbS9EVIm8YbzwbjoFcW1vTlStXdP78ed1zzz3667/+a83Ozu7znuFN/02/fG7yPEEH1+jLZrOpYrGYOZkN3ef6hN0Z4alut6u1tbW04sUBJzxAFMEBkdMo8gbNxxflsZ+xdgAW5Rh9EIGPN8brHqg/2/nUjXME+swB8xHnyXndx0ufHTh7c/kkEgGdHfw6iGy32wlw+HMJjdfrdR07dkwXL17U2tpa5t6bGWfak8pJo+gxeCh2dnxyImKUIQwM68gOxeiGA4Fn4iEURomTqWJ4wxE+htgVAbkZJsM9IZS0oyHCxk54N9Z520l6AYgjPqehN2cy+hm9MzcGTi8aytGBDoUxKFj65Rvsu0KnitbX8XrFKM+hj/wuFG4s3WL/7nq9rtHRUc3NzWlubi6j0PKUb2wDAwNpmQrHvpFXBjz4u52mCL2DF/f4MNJROKKX7PmrqIB9npxvUKp5nr0XQ7oCcYPM3x6i9/5FOiJf3OM09b7BH1G5+bUxDeDN88/Og65cpT2vPS6hAQC6fOcp8Eiv6Ek5DdAN8FKv10vbNALM3WAB2FnDOj09rUqlotOnT+v69etaWVnJ7F2fxxf00SMv0Tj4fYylUqmo2Wyq2WympV/+rhi98KijzwnRMT98x+mNriU/ipPUzzjn9T/yuus2muum6In7GNAdzIN7njwHx8s9bp6V5/FH75h5yKN9lHHX3VHu+gEKDHB8BgbbjXS9Xs/IOXMFcGF3RlIzTos8QBHbLVV384OQudDu7Ozsq7ZlUFxDla57ugeFbFGqGxsb+7wY+uSG0Anu74CYFG9guCE2zfsMYfnhc5iNoqCNjY19IUQHHJH5pWzIJhroSGPvG+Py55Kz54g/FNjS0lIyZoT2qWh3ROjMD419PF64xjxLWYWMUK6urmp9fT0ppFarlU45ywv/R7owfjZ7YBc7+kQuGm/S+YUxIPAoCXixVCqlCI/3xfvh4TD36PI8b367Z+jz5eke71+e4uFvng9t8xSM1yz0er1MgSYKC0/e+SjP+PIcz427h+B9dQ8fry1vHP4cB7bMQd74XQajDHFdt9tNHr9Hs3wOisVi4hVk1L09ohxbW1taXl7WlStXdNddd+n8+fOam5vT9evXDwRl/lkMt+YBuHK5nI4uPH36tI4fP65HHnkkc9iHzwG6k3QckcroOPDbQ+MeXZOUOTwn6iIfi0cD4hhj0Sc0jQdgeOqlVqulLZwBkA4QmSc3zvCG8wTP5T7X1+5YeWg6j7eIhBIN9DB0nDM3uu7BuwyRiuW5PANgCJ3Y6IRI8sc+9rF0bjhz5TS5mYGWnoQn7UgtFo7QQYjnRMWT86VGbhxcqCEMwud7RiOgeNueX4jhEN8Dl764MuOZ9BdCwWBefMXEexEWIcyIsuOE5wm7G4KIEGn+mUccmANoww8MyK44IG6EwdFq9LS4jv9jYRxzgpH29brM++bmplZXV3XkyJG03MTzhf34yVupVFKj0Uj9IeqxuLioubm5zCEJeYzNmnNX0B6d8TBbfA48kmfAURqEpWOfo5eQB0j438PQ8KLzX3yG9wGecRDAXPlSJA+Dcn8EJx72c951LwEa+Rj5zguCuM7p7UWDGHaPdLmn7Pc5sKc5TdxJcGONsapUKqk2BnDOe1xulpaWtLS0pFOnTmlubk5ra2tpD+3YIpD2uc0DmtLejoz1el2NRkNDQ0NpzbDPNXMIuPKUHTQDJOFgeIgc0Oq6BEPgdDzIW4w8GMfCe9bW1iTdAP6AfuQBkEz/qVvx1JQveQVURHmiPw6KY388ohHHxf2kDohAeCStX5ibgi9PI/EbvmFXPI8St9t727s6//pzMN5878A3j49iu6XCMRpIipesrq5qbm5O8/PzGY+bfAGdBX2hYKT9m3HAhG58IRDhVpRPRFQQmgn0EKD3xSfclTJKwz1p0BeNXK/v2sWzCHugLDykHI0KY2q325nwuyttBxM8y8NiDhQw0qA8UhFeaBOVYQQ05XI5k38HpIBCHXA5+i0Wiyn/vbS0pPX19UxonaInlIp78fSL57D/O8v72ITk+vXrWlhY0MrKSgbc8BxoD23ce4seWeRr6O2G0AFWP+FxTxUA4yg9HrASven4PlfcUVl6+Jf/OWAGfgVAIB+uwLzQxUGHG0wvonMF4qkNjDUeBWNE0fI83/UpyoTLg/Mi74iK2N/t9IphVcZbKt2oMAasOq+ie1DgV65cUb1e16lTp9LGItE4xEiB82wEG87TpG0oGMMIeC2Me2lOD5pHuHzcntd3b9dBfDwQpl/zdB+OTfRuKfaan59POdaRkZG0y2DMKzsoInRfKBQ0NjaWSXvkOSjuDBE9jDLPdS7PUVaxGZ4GxLawdNMjGjFy4M/kO35cthgL9iI6fqRgeCdz6nN3K+2WC8ekvbVwbLS+tLSUNrFwIUQxI5xMGOvJpKyH6MolMipGww0XwsYEem4n5iOd6ZiYPAbGSHtYyZkYZVgs3lhrnWesKJpxgXEg0C+n48ztRj0WqsBcVE5T1u+Fax7adiULg7iRdsPvOXbC6L70xsNu9JF17VtbWwmsjY+Pp4hLHkKH1i5UpVJJzWYzLenjWMqVlRXNzMxoZWUlofIoRHjBoGWe5waXd+a935V/9JBciKmOj8ol5rv8vR5VcQQf59m9mWjQ8zxMT/VQoIK3xW+v1odP6Y8DUO9DnpeRF60i3Bo9IUmZmhOKpDxHmQcUYnTHr4l9gRbMN3LrPInn4jvf8X7SH9PT06pWqxofH9fY2JhmZ2eT8Xc+8ZbnVUcDDe3xogcGBjJLb3zuvSI+8p7rMebbdyj0a13POT1jf/PkzvPEDoykPS8Qp4A13F5jQZ1RDJ+XSqW08kdS2j/faRYBER4rY/RwfaSzR8ViAxzCz85L7ijS0I1e2OWy632MAFtSkj/32OE9nFTqE9bX15P+dh10UDvQSLtyACUTygHNFwp7VYrOJG4kyK+wFpJBMgAfXPSqXUnyvmKxmELh9KNfEYYrtzzvmWcyWYybz2OO0z0Znsfm+TTPNTDmvJATdHWG82vzmBAlSR0AXpTnPDw64RGLOL5SqZSEDuHAYDv93LA7IPCQ99LSki5dupToyOYN3m+nu3sivmqA7Qt3d3c1Ozur+fn5VJjmW3+6UeF6N3b01XkmhnL9d5536/MDf3pBohuTGMr0cJkLe14uDpq58eU3B3jAI47oHaD61qeAWkK80fCjRJjnvBSBgwAH3ngjnU4nc8a2Awie5cCPscJjHmnzefC59XmguaGHDoyPkCXOQB5owyEgN42haTQamRRWVJx5ijTydKm0V9FNPcj29nY6nctTbp7jBGR6jQC0QO/61qcOKL31M2je3zgOf04enQHs6Hho5CmHZrOZkac8BygCBBrjhh7wFiH7CLjzxhBl2N8JTfrVUri+xeGIzgnPi8DAo54OHAExyODAwICazaa63a7m5+czjk6/VIS3A420G6+hoSE1m820TnpycjIRZGZmJnMfHp+jNJg4hsc8HO4GnrAVBtfj+h7LdyUXQYErBe8bE+OoCgFmezu/d2trKxW+0V+foEajIWkPmXK/HwzioQ4Ezg2C0zvS3iMBHsZxwORRDoQ+hpagVzRkVL86AiWvjLfs24zCyI7Yd3d3NT09rcXFRR09ejQZXebMx+SCNDw8rCNHjqStP8fHx9XtdjU1NaWHH35YU1NTWl1dzURwfG09y+rYktTnAOAYw4r9FLAr9bwUiRtQDBD3xBCjG3a/pl6vZ06tio13MOf1el3S3jIn5p8wtvOVH8YBf0SgBF94EZAX1gDYUDJRnrgXnvCKYw9r+99uiFH+rKGPW/P6unzeC0hgnngXfXYF2uv10l7VfpCGy2C5XE4rUjqdjo4eParnPOc5evTRR3XlypXcLYfdUPQzQqVSSbVaTSMjI2nPgM3NTS0uLqZxID8UQ3Y6nVSd7lEPakt6vb1d15BHn1MH3p4qdJDJ3PfrvzcHRswHxhP+YTmbG+tWq5Vr8F0e4juKxWI63pE9EADdeaHuPCOfNxe+mZFHRPPe79FSP9CF53g9j3vJsUqbvmL7qPAmJTk0NKSjR49KurEfP8frHjQXtJsesMFgYBKMFchnc3MzKQlnBBcqJpKcpRczwVier+EeL0xwBoyoM6IiZ2IfR/zMJ83ROw2l6KF7kHres1BOKHHux/MGIXo1po8vGux+Spx7vcjElSXP4yfOj3seeaEdxhiXkxUKhYSsnSYwMQCHCtNYMJQXvqTyn3X3HNRy9epVLSwspHWjLgD0BTCHlw2dY8Ef73YPhP8jQMxTZg6mHJmjVN0Qe4oiKgIHeG70vUVPxK91LwyvMYK5mKZx2XFw5p/7HGOk3YN2cC0pATT6QXOF6vlifjto8VoTpyMgMRY/5XnO9KHX62W8T/fEIljxed3Y2NDS0pKq1aparZYmJye1vLycdufzuY8edt4cITNE1ng/DYPrOwL6XAB8MNztdjuBbq9jcVn3ufV0RV5Y1z3ag7xR5AVe8H3/3Xi7I4PO8C0wfdx5fWi326mIj1Az0TSXWZ4RDX3efMAbbqc8ReD873xFRAM+wRn18ThNcFTQL86T0IcoMTZkbGxMnU5HCwsLqZgw0iev3fISLBRis9lM68Iw0hjxGJJgULj3dBZDxcTGsCrXxhBFTLZ7FaQrK/cSfQw8J4Y7pKyX6mEL+uueKiiehsGiLx5B8Kpo+pwnIDEclNdH7keA3TNwbySG+rzlKT7mydG8K1z3QjwN4UALQYW5D9qKEIYmOkOhGCfXrK6uanFxMeU03Yj4OLwYiD1yY5jVPQP3JJ1W/E9/3aBHBe008fCXG/IYuYlGuR969vSSf+a1DygegInzB7zlhY3umcX3+DWMB5kDwDEmeMIBB0bI5QUaxqIuBw4ebcJjxBBhYH3OPSoBf+LRA+JcRgAWw8PD6bQrN/A8o92+safA8vJyiuS0Wi3Nzs7um6c4Z+4QQKNaraaxsTGNjY3p6NGjaV320tJS4kuvPGYcgGFPXVB7srS0lNkVkI1nKE6DByIIc75wQ4Z+ytM30M2NqNdauB4l9L2zs5OWYLJ0kpSV6zqvD8DBY3OZuGTUjx5FpumD2xZvDmLdm65UKvvogD2Cxm6nYgU6tPYIHTtuklv2aB10ITVWr9e1vb2t69eva3x8XMeOHUtRA1asuHzktVtegoWC8Pwrlb1euehKnBdvb2+ngg5H0iByr4b17T9dscTQAMbK95ym5RWh+TP8N5/3er1MKb3nFXgPodWoiFGE9N1z2DBEnteGR+5CwP+usN1QFIs38r1ejAOtfKLpu0cr8gSNxpxEWvIO94hibt8LJVqtllqtVgIzed4iNODgAdBztVpVu91O4S+E18GPgw/AEiEyFzAHD3HseQYb/o75wUiPg0JU0buCxj53MQcbAVseGOF6v5/5inTJq+fgOZ43z+OJCHS9nw7W3aD7utgI3OI4Pf/tOU8PVfN8B4oAZ6dVnK+oiMmZE9lxOjAOScnILCws6MiRIxoZGckUVHmLwDkCfowpniBGOTosGHfG6fs4OAiHVg68ADWStL6+niKcvrmU6wufV9cl0QPNixAgYxg88tHRI+90OmnP/q2trSTLhPHRl557ZkdCj8rxwzjzPP480OwAhX5zTQTSfN/tdvcVwUXAg21inw6PqtIw9s7vHsVk7lmmOj4+rlarlTkP4bPiSXsoEeNDqImdrXxNorv/0g1m8l3AHHXzmR9D6YwKQZ3Y5H54pqSM0fLwrk+OjynvOxciSRlDg4GmwtKbh4h86RPRAFCpAxeMrSvliHhjf1FieJx85l4JB567InAD6w3kCX0BW3EO3ThwH/Phi/NRjOxK5zzBOFyh1et11ev1hMBbrZZmZma0tLS0b/MSBz/eB65hfnz+PXfkyiaCFDdAeFgYEKeFe97uGfqc4rH5dy4zkQ+hmyv7mPrwax3AesTE55jd4/w59Nt5MAIGGgWFzHse3zgNoLWDNWgHnyJbLqdxLBgs5sjnOhYBel/5PoY0C4UbNQ8xXMtvdAtLCKvVqkZHRzU8PKyNjY19nmZsbrCINLKHPYrZgRFzWyjsHajBfR6tc15Erp0fvCYHfYXezNMn0BA+cCPr/eIeBz3oG2TNv/NxwW9uhDHSxWIxsyIlGmiMYUwDRsfFveh+BjoC6si7Hv1wGuE08Hx3GilERJdH/U96xPuE/uB5rDUnYkO1ex4Qie2WPGm2mpOyuwpR5EGYJIYH+d8rsWEmrqEUnYlydF+tVjNrlrmXMIILsxMuTpQT3T/n2miQuA5BIYIAHeLSDldWCKB7E278HY1FJRARYpxA96Yiko/evxs3PBIff/S8GYcrOr8X7yIqaN69s7OjpaWlNN7x8fF9R+TRX+YaxF2tVlOxzac+9SnNz89nDmwh5+5eGO/t9XqZPdM9/4iH6ftPe1EKPOoKC15BsJxuriRobpB9VzZ/nl/nRtwVvH/Od7G5EXcjHfkaOcHL5f2uxPsZIAfC0OxmaQs8ECrGUVAuB3wm7e1B7950r7d36I6DB2TbQXpUvHk1MR5FcaProX6eyQ6C6+vrGhsbU7PZTEu48gC+/80PjkWlUlG9Xk/718MTbvRcL0A/5/MYko78hpyur69n9qCIhYKx73khVdfV0v6dtrxgEyMb9R3PYZ6oW/ECV0K8bqwdsMUUR79IqIMJxuR2J85PjH44SIEPmQtojt7LO0EMAOu62tdeuz7xKFG7fWMP+fHx8cwyU6/d6tduugQrerd4K47ufPAR6ZTL5UyYi8Fg8Hw/ZhiNe1HyKCOfTF/kHyckb2KYSEc6MRRJXpN+YqBRHo7o8xjec9i+4YR7EdGjpo9RUcaJcwXl16PkXfk6svYKRUeRzEn0UGIOW9oLoToTu3cm7YVfqWb1gjBPdTCGoaGhVJnOXt1U3SLEhUIheSdedemC4PPDHKHEhoeHk6FygxgRuwMdV6A+NxEUOR0RcOibZ9CgE+PwcGdUlHn3O38RVfAKbPcmpD0v2XPGvNffkQdoGUse6OEZEXyg7KhYhpYOaDFIRFlozI0rajeAXmDl39FXlKOv13WgAB94CDWCYLzpsbExTUxMaHV1NRO5oZ/+v4NlwAA8Pzc3lzn0IxYW8pmDYIw0aZzIgzHyQhU6YXX0Th7Yczl3A+NpDwd8rqPoF+e6k3ONze+hj8wR1ewYbo8wRZmMoDN6vT6OPH3vkYIYNfDIoOsE7JCD3FiM646X6wl/Fnzc6/XSWOkvhx6RDmSnxzxb4u1AI+351IhwV1dXtbu7q6GhoXR8oCtjN3K+CB8li/Fy4kMIPGr3Nt0zhEgRRPC5M5ALthtl9yTp6/j4+D4k5o33uSL28fj/GA/fcQhlThjFFUVU1Hnv7/V6aU78fwo4QK0UTFCd6OAJ4wyixYiVSqVMXgy6Re/LPb/oJWB8eQ7hbLbT4zrO1x0bG9Po6KiOHTumRqOhJ554QhcuXNDi4mKqZCVvT0jJIzl446Q+YrEb/MdpXFGxxNwj4/SwY/TK4CXfocrpAr08bYIM+NalbHzjdEaBxzC8Gz3AR6+3F6Hy0FkM51UqlYzCjzLg8+eeK2Nwvuc69ieGRm5ECWE6LQDrnD0f6S1pX3TK54v3eQqF+cNoeH0H/XGD1Wq19h0EBI9QaT43NydJet7znqfBwUE9+OCDmeVYEUw77Rgfmwl55Tu0dAOAgXYDAA/4b+jv78czc7lEt+S1PO8yzgF9433R66QQzz1mT+cA5GkO9pgjdE18bsxHe4theB+HAxAveOvnmbru9rnw6xmL1wk4rfKcHXQ+f8d6GTfoyD284l55v3agkXZmAamCEpaXlzOFBDE0gRcUQ6x518eJj4aZv7nWlQqfxXfnhfXiJOZ5IT753O+K0ise/fnQKgqeH2PGM/I8KH9eHkL0/gCWonGQlCkk8bAu9Ech5Xn09Nlz2Y4eIzABkDl6LhaLajQaGhkZSfnxqCR80xJyeO12W7Ozs2m/XaeRG2jGiVID7dIf5y+U4cDAQFIOVKG7Mo+ehfeV5vOXx6ceHnbe4m/PNfKe+D6fgxgJckAJGHKQ5imNyN/wJvPvY3NPjjn0fsYizF6vl3Zf63a7ic+gO8rJvcvoIbsBoH9+drzzevTqo2zym3EzHnjTZcN3PHQvi7a9vZ0OzpmcnNTMzExaM+7vdNrRfyI+lUolN1Lnz6Dl5aCZQ+cZgDn04VkYTeejfiAij6ec36CVRwrd+8ZIwyPwgesqf4/rBVJB8FbUB8gP484bS3TQ8lqePYh6mrmJ6VFAIDwcQUOeN+/P83c76HYw1W63U60NkQmqyw/ypm+6mQlM0uv1VK/Xk2e4vr6eqi6j8sGgR8aLxIHJXWFFA+xhBA+jR2H1+/Kui+H4PMPsyCzSAQVHhaL3lcnKY0D39mMo2Ze5+ERHRBuZz9/hChIQ5eEXZy68uLjXLPkXnudAA4TM83ycUTBRIE77GKIsFApJmWGkh4aG0v7ceIco9l6vl0mVOAqO60V9H2vf8N8jOeSPGHcUDujkc8MY84y4e8M+T3neNeP3zUw8LBj7AQ/k8RfzhaKk5YEu3uUh8Dw5QkFFg+1pGh8fRpzxee2Ab6zi4+c90aPx6IPrEgy0rwCJ+oLro2HD8Ecg7Vs2Qifev7m5mU50O3HihJaXl9PGE97gd3Sd7wuwsrKSDu7wWhp4C8MP7xIhiGFY5pkx+A9Fqcy3RzojD7iX7CAW+vp3TkuXE+c5B6oxGurv8L+jvqR5Ss6jdtLewSnRWWBcEdDlOXDxvthXTxVGR1Pai7hSO+XRAXLvpHi4no16cBKcVqxcYakadTx5tEk06vuN9nukhOl8W0pXRghmVMou/Jubm5lrovGEEG7UIvEjA8SJ4nnOkP0m2p/hhsefSWEJCjV60v4O91ai18s7JOUybeyLC517sxFhumL1Ipr425ccwDyu3HxeMC54oXyWZ5Sil7W8vJwpEnQ+kpQ86UajkZYizM/Pp+V8GGCqlHm2j83zpcyr74XsfEG/ucY9TJ6HkDltonfu443gI3oAnoOMeWo3UADACBLdSOeNif5HcOIAL+aSvTl/cU3M02FYkG2MqPcDoOHeFmDQ+xDllt/8PTQ01Pd0OVZZOP0dSJFmc2MXw42MA5mPQAqds7Ozo4WFBbVaLR05ckTXr19P6/XzWpRrZMB1I3zBihVPPzhdYr1ABDZ+vXvr0t7hR3lAP+rRqMN8Lt2pgneRSadhXqSS/6PT4/MdDat70X6/jx3+jwCNceZF+voZvTyg7fIbjb87NtE+sVOjv5/rPZLHGLrdbkozxm2To2x7u+mOY06s7e3thBJZF+de50FoQNrz2JxpImFcOYHqIqNynTOkG/m8iXNk7hPuzOFKI3qg5G+5x6scuZY8rT+X5UhRqBxMRA/M/85DeX5dnKODmi9Jgsbc50baC0Uw0nkolT45yOp0bmwQsLKyoiNHjqRN9v0e8sgsRVhfX9e1a9e0uLioXq+XvJJIJ/d8HTQwFvfevAjGPRTmCKPmKxd4Tl6eiPe50Y33udHNUzax4VUjD4AhB3CeUvDnuPA78KBvcUWE99eLthwAElb1Z3k0hfd6/6LSh6a+/KRfmDoCZowtETp4m35EwOtgyD0yaI5X7wDGedHDufx0u10tLi7q+PHjajQampyc1NzcXKpr8PfHBi2QA+YMQEHtgMsN/cDDh4bRWPj1PKNWq2XAhs9dNFTed19tEr1XBy7k1iNAcLnr1/z7vLnP62OUKZ+rfuF8rotjdNpFPjuoRaBN1MN3WHNZkJRST8gq0SVAmeuGdvvGBjoTExP7Ikz92i2Fuz0ctLCwkCoXHRX6iyKzOEKMObtYLOGKNRqyvAmKDMR1eUbNP/ecLM+P63p5nyNKftxIe7467tddKpX2haAdmEQm5O+8yfP7XTA9HB2Vp48xggTo7MoLDzWGmz1s48WBecAJ5h4cHFStVsvMxcDAQCqaIMc1Ozur5eXldJqa7zLk/XQ6RO80VjtHtO3o370wcogRzHk6gGdEXosNQSWc6nLg9IkhbBQ0u/f5/BD+9+vpv3uwLkPMY7fbTccJRoWAUeU58DR/O4hFbrwojmcAnHxcrqAciOfNp9PCc7Q80410BLMAt0KhkNm1S1IKI0NDrnFv2oGA929tbU0rKytqNpsaHx9PS6qiFxh53wGLj9FBD3IU6xsiv3lRXjTAtOjs0JxPvYLYZT+Ovd/9fO/RTfe2o87JM8j9DLMDGn9vBDHxOX5d5An401M67rHGOeR5ERDFuYlRSEAlThjplZgm8zFCR2xn3Bu8X7upJ43gEI6anp5OxyM6gRuNRmaBuqNXr5SNIULeww41MR/mLRrQfkix32RISkhmYWFBi4uLmaKk48ePa2JiIlVoej+PHDmS7mfS2FRkYmJCvV4vszShWNxbkuFKx/vu9PMQqDNK3piddnmeeDTYzmgYWCm793etVssoMOZgZ2dHm5ubKYTnhQ+eD3eETZiagwXwzLe3t9MZu+SkFxYW9Oijj2pqakqLi4uq1+vp5CciF4Qyo4J3HmBeYpVvzL1TPORhKudPKvK3tra0srKS4avIu9DV59NDsPC/A85YiOW1Djs7O2kXNgoO77jjjtxoCdfDZ04XxuKKOHphLhvuGfNs1g0j6/Q/Gmo3lC53LJvz0K7TOYaPfY7wqBmLfw+N4Ucv2nK6Mk7SJqzb5fqNjY00DqeTJC0vL+vixYuqVCoaGxvTHXfcoe3tbS0tLWV4LipXByv9HBX3YlHsGFIautXBajT8Ps+RjvAmICoazwh6DmpusPntxr2fxx4jhv4MvzZGZvy9DgTy7odWDvgKhUImDB1BbKwgj8DA++5zgv4k7UNB5PDwcCZiAjhGrpgHvGtJaTUU6RmPVOW1W9rMxJUaaCoa6TwjE5FP3kR77tMNBM9yL9qZwj1Kfzbvjffz+fb2thYXF1MO1EN9HCM2Pj6ePBDe6Z4/oAXBazabGcXjBgsh8UbfMJj0r1/BV553fxCdpT2mw9Dx49cyFgqwosKJ/XYv0QuEXJgc2IEc6Q90owJdUirMYYN9D79FAxt5J48uec0jIgiK867PiSPyOBf+vIi0PY/txpl30WIe3Z83MjKSQAwGrV6v5/IyYCIaDb8GOXV+oM+eOvBnAGSIggBWfJvWaAgjbXgWdIiFZP2MAwYfo+WHO0Av92ocONDcuNM3qvkJWeZ5oLG2YX19XaurqxodHdXExISazaZWV1cTYIFHeJff63un01jD7UchdrvdBHx9DBRoATKcL+ExaW8zFK71yJ6vR8br89U2UdZ5RtQhDkg91Bu92H6yEp8Vmxsy1+uuQ7yQ0J8X+48OZqmX62Po6IAy9qffexzouFfOPR51ohaC9zMepxvL0XBWSO/0azc10jAHxzVOTExoYWEhU5UGiuiHiJyojlohmCO76GXzDu7lHU7Q6FnmvZ8+UL0ZE/69Xi95DTyH5H5EjP5MlIQzgF8bK8UBIru7u2nDBMKD0v7ikbxQyM0MEj+eI/Gdp3imV0FHj8U9dr4DOeYJJe8jKjEyMqJGo6GlpaUkbHg8rBLodDrJSG9tbUnay407P4GEvU9eOAad4jjcYPg1vIN30lzJIeAOHGnOIzFnfBD/+vxiZLh/cHBQk5OTGXBIn93bzePDyGO0aEDjGKJSjaFntlrFWK+trWljY0MrKyuZcfl9GP/IR5GmeY3xIA94RZy0B+gDFLlSd4MV34Gn4kYrDxjDY+xBvby8rN3dXTUaDY2NjWl2djYVtkUHQlLagZE19O5FsSbWjwGlH7zPgR1zAF3oGzzjwAAjwXdsQckcIOPuZEVj5I1xefTKvcsYPo/6MOoG/z/KI++LINT5Cf65WfMxuZfuskQNykGygcy7QYbGgFgiWADAOKeuc4lo8BwOWEG+2Be9X7vpjmMRbbZaLXU6nXTMFi16EzQnSAxB4zm5IXdPyUNi7rU4OsxDaP6/T26pVEp7jecxKKFwFDn98J2M6Hv0QqJnG5nRBWx7e1tra2uamZlRt9tN+1g3Go3MWr1+zzrIE4FG0MmVGoDAoxexcCS2QqGQwo/cF+sQGJ+HhGBiBy/Dw8Npg5OBgYF0ri4KxRned0OLwKXf2PO+j8LvACUCPSkb1opRDCm7c5h7FyhSfpwufj9zQaMwp1arqdls7vOa85QaSoT3Oz9H747nUyzmoDYvFM413kdqKtgkB6PCeJxX8/qBsgWY5BUe4fUzNw66Y67e31Mul/cBbp4Xd7Eql8uJN3meGz83CpyZvLm5mU61mpqayuzpHY2QRwTxkgnNl8s3tsb0XdCImLTb7eT55u33Hz115hBgz+esvHEvDv3l8+Ned795jwWSPl/IiPO9g8g8Aw2fOfBwXvaoYtQrzE1MgdCix++AzYEJ8wMt/TkOhBk/zy4WixoZGcmkbTx07idpOe+7DDn9dnd3tbS0lM4sII3Sr93USKOEEKxarbYv7IVn6IrFPYzIEC7IEDCGW10Y6YdvSOFekYdyIjqLjS0nHYnHdxJ+cqGNS4li2Cg+J68hjMvLyykn3uvdyIOyDq/ZbCYE62PJa05v/ibPxfN8Lmh54S+nnXuU9I85jvPo447hSHIuKEsvGut2u1pZWUnbBXo+x4FFRP4eVooGGGGO/JOHwuMzPOIAQIjgkvHFynOPCPnfzhcYId/gxb0sCuzyQEUef3lolSVCcZwUpDko4VmFQiGzljzytkcLvDiLNEeseHY5ifwJPXxePezv73M+dO/Zedi9NdcxTjtSOC47DkocFDhtUb4U+HBc4qlTpzQ1NaW5ublceYR32bM7pjII3fs7orKP3rTTxx0md26iwYWX+dt/u7G/WXOe9898I6S8d+SBSsbi6Re+d75kXD72CFRpniaMekvak290Hbx7kDzlNXjFU0uuY2L6JUa8YgQB/l9dXc2srT/IATnQSNMJV8YYVM8XMnlc55WnVLFFZR6JEJG1K04vAOK3I2lyOP028oDxo5fJ+105SjcYYGNjI+XHPCR8EOKJE+/XkydaXl7W0tJSCnVLe9Wn7t0elDtxgYieBeFBX28a78ujNXkg6OSRC+jsSNyVib/HjSxeBdewXy2FYSsrK1pZWUneTWRoWjRqKEQ3zg4K+T9GXrwv8B1GU9rzEOBdD00zruipOuLOm38pm+vyuQJscshIRPHwjT/Tq0x9zwKPdvl7Y3jV+wKfwedxD3T32H18nBQ1NzeXvIAY0nPd4J6mA25pL/8KvaLHFr1J1xcu1z7n9CPSAjrQV653RenGhIjXzs6OarWaJiYmUt+ih8hcLS8va3FxMRO+7PV6yTno9XoZAxsjOtDMZdX1QJQ912PoZejruXwAt8sULRo3f1c00p6Xdt2T56Q4yPBi0CgbyCnP83nzfjuocmPpcsm1XqToOtwBi48J/okgg+fGgjMvIPYCSdc3REmhD3xQLBa1sLCQxp5X0ObtQCPtO2sxGXQies5O5DwvOC/kncfoXOPK2g0G70HBRUMMU/bzEF0AmNTIbChDdpNhVyxHUnlervfZx4OBXl1d1crKSqqQ9ut518bGRqp87odKaShRZ1w2hHC0G2nLfLjxQrE5rX1LRBQj4bnYr6h08uYShh0aGtLa2ppWV1cTWPEwsRsTnlEsFveduOb0hSddiSFE7kFE/oOX3CChSHm2X+v3Rm8ZQSdlwRg8FRSVA0d79gvpO3/u7OykTfox0Kwo8FC7L59zABLBXfQsia6Qh/b90H38pVJJ1WpVR48eVblc1tLSUhpj3BmM98UwuFd9O3/RYkqFa/CKvF8x0oZSjrTE+LoMu/5AWZLeabfbiU/L5Rsn4TlfRiO7sbGhubm5fbUO0t4eBVEfwetENKIHC1868IhAFr7y9e8x5Oty705TBMR8HnVCTD25oc1rvAceYyUM/BrBh7Qnx06DaHwjkM3rP4AgD7j6cwqFQoqcxT0kuM+BrMuBRw1JOfmGJ3n9dzuIU5GnM2O7abibDmK0CHeQQ0E4Yx6OjnsIzFFDsVhMFaSg3CgAruj4TFIyIBCSwpuI+mjc5+tXo2cMkzu42Nra0vr6etpfOoKJfgrVmaDXu5FTW1paSkVSHMPok+nFHt1uNx1G4MCB5yK4ruSgix8yj2ChcOr1esboMA+E93hmPGqu1+tlToPpl1YgrEeREf3j3mazmXI7MzMzmp6e1traWqI9hoU5cw/HjX2eFwU4ce+IcTJu+CbPE/NTkvw0LcYYEb0rRL4vFArJI+VdcQtZ+A4lOjY2plarlckbOv8w1zMzM5qZmUmHj0Secy+L6BK1DhTpsTQlT5lAK+jNLl/UEfiBLbxnaGhIJ0+e1OjoaDoHnJyqe2TQIB55y5y40SS36qCfXDg53OgFeqQlGo84j/zm/aS+oLMb693dXc3Pz2t2dlYjIyM6ceJEWsKHXDqg3NraSgW1vsGF99XBIv2Km8u4juQeTwf4uN0QwF/oAvjEgQzeW16DJ3iue8Lu9LgsxugHjZUc3Es6Z21tLYEO5xHnZZo/m3FGIwpd+kVnmQPuh9ZeA4ANi/VLOCTFYjHJA7T1tBgG3nVEBPWuu6Qbm1y1Wq1MIWK/dqCR/uVf/uWMAmX3qN3dXb3sZS/LeKZOQJ9AN9IesnIG555oAN2L4BomwwUyKvTYHP1EA+nvzQtXesg7tqNHj0qSXvGKV/SlIUziqKvfhEAXlFLsf3yu/3Zw5B6hG7g4D/0MbjRKEST58yNjMqflclnNZjMVGd1777163etel0Kqz372s/XiF784s5WsPz8PIbt3gRAybgyPe+TcF/vsPBijNs4LcfyRdnEuItJ2OeA6fy+oPxqeXq+nY8eOSZJe9apXJS+NKNZBAu39cCAWo0lP5jlu/H2enEYYPA9v+3hcQTnNDqId/WW+o2xzfXxXbP4snxPXJz7OXq+nRx99VL/0S7+UACuAJYYlXYfheDiwjv3BWLqnB+DxyBiGmj7nzZfT0/8GnMUCMjfUkY4+T7wn72Qy37vA+xrz4G6kpT3QQkje++wy5waW/3lXlMN+c+0gj894lu8g5hEGdLTzt0c2nI6ehvWfyMsRVHQ6nbRtbqVS0fj4uBYXFzO8kNduaZ20I2wYJo8J84QmEskHkIc2+qGqaKydGLGvBymfPOUfDXVEiXmG/8m0KGQ+xnidI+0Y6onNJ9YFLNLNw6w+Bwf1Nza/J4Kxfs9w+vlvZ/I8fuF9cRz+Xfw8b15jf/J4qN948+iY91z/zA1hP6DR7939wGJe3/Pe3w/EeZgSBUi7maH2Z3CtF3l6n/k81kLkAd9+ffax+v1ugPrJzs2+j8Akbx7zwCYh7/X1dY2Pj6tSqWQqvKVsBXClUsks8eynq6I37fPisoL8+jGPDjZ5t0eHkPeYssHIskeBjzvyBv1wuvR62S1Fpb3tWF2m8Tyr1Wq6DwAzNDSUORQmDwDm1SjlpanyDFuMSLqxhzY+Bv7nbz+u1+W5X196vf2n6TktnU88+gKIwfk7SB8faKRf+9rXqlKp6NixY5qYmND58+fV6/V06dIlzc3NaXl5OTEs1W+EU1ywG41G2j6NCSDfFUMMjphBQ84ADJZzXvFym81m5pg4VyIYho2NDT322GPJm3bjEb2qdrutZrOZNjIYGRnZZ7Bf9apXSZJ+4zd+I2OIWbLV7XbTUo75+XktLS1lFq678XQPpNFo6I477kiRizwGYU0mDE+f+RzGIQQ8NDSkkZGRTN6SHKTPmRdD+FGkhIB5Bx4yJwRBm8HBQTUaDVWrVb34xS/W8vKyHn300USnc+fOaWlpSZ/4xCd0+fJlbW5upjwja0mjAqMPOzs7mSMBUUI7OzuanZ1NQsaOXV41Sr/z1kbTfyIAtNgXVzRSVsHAt9CE9/p17kEzZ8ePH9eRI0fScho+f+UrX6lCoaBf//VfV6fT0cc//vGU+43NEbvzJ/PBXunNZlODg4PJ8PjzeAZ87ArF31OpVHTmzBlVKpV9ed/d3V099NBD2t3dzaQver29U5s8auAKk+98j3zGUK/X93nTEci6gXLeYd7xoDzEjPErFPa2BMaw4Dm12zdOxtrY2NDY2Fg6uch1E+m20dFR1Wo1Xbt2TVeuXEky1O12MyFt976RNzeUMfLBlrGeYowRBtdjUrZYMfKvb9UL3zhYyDOQ0ShG8M1mIdJeKJdiSPit1WppdHQ0zbM7b8xfXnSPfrl80J8Y1YGn/JCTXm+vaJVULbqNFSj99KLztnvhzIG/J9ZJeP/RQdQ1EKUg3fuUC8f8hcViMYVQ3AA7gbwwwnO+fAc66XZv5HvzjLQLPQoEYYj5Cd6d53F6vsYRE+/JY0af6NHRUY2OjqYlUfG6vP9d0TlSpBiH5SsYBUdr0eP1SkZvjAc6OLolP+Lbf25tbWX2yY4RDd7rIRuUFt+hQEHirgTdM/JQM0VO0l5lOEBteXk5Vc26d8a4oyfK37Hf8IXXPiBEsRiDfJQjZ1cA8ZhPQufRQ8grHCIsRlGXz6Pzg/8AHGORX5737V5VlDn+dhlwOqFISqW9IxEByH66W5xLfy+8htwuLi4m2XLlMjAwoFarpfn5+fRO7u0nPwBEN7Y+phhip8Hrvt9+DA1DX5Sqy08cM33hWFOfI+i0s7Ojer2e1lu7DPBO3zqyXyjdjZsbFgeVsWYG2fIiR66NYVVpb0WCh9R9HuPY4Z0YtuVz+hB5xMEnsuweIuPb3NxUrVbLrO7wvvQL56NXHCQwN3mygofqEQhOXkQ/OK2R31KplIC/14dAE0AFusDz0pE20Q6hWwuFvb3Yvb8x3RXbLYW7fTBsDu7KgEbnvMjIG/fBbNErcOXmz2MwUUk5IbxFBpL2kExclxdL//HoyD9RMVyv1/d5drGf/f4fGBhQvV5PSPigEDqGwKv/8sJO/i4YCSXKvTs7O/siGJF2fj+KCxpFmjutPOSWJ9RbW1uan59PjN/r7R0vSXWyF7b4mtho0KCL85srlG63m7w6N9KuGBk7ygN6uaB4pW6v18sgbPeKO51O5p52u50q8/mO93kfGasbapA4UaC8+ZGy+y07HZx28fpoHADGeD71el2S9uXwXJ5cidKWl5cT/RqNRgKbhUJBIyMj2t7e1vLystbX19N65aiEHQB4YY8bE6+u9eYGqtvtpjyfAygUq59clwei3YmAxihSAATRsNXVVVWrVQ0ODmb2W3DaoFOcnn7etDs58Cs6wXOi7ikDIpE396ajYfAIAvJFbjgCnn56zOXFm+feHXB4hIioGMCVeV9fX1ej0Uhzitx4waoXjjoPYNzyWtSj0MqfzZz6OnVqB+gLp/7RiCYyBp8396bRE8xLBEBOA58ftzmfUXW3e0eOKt3rci8HlOQn0njnQbDOHCgtBCzPk3bvpt8k5SGxvBa9MicWB3GTY0HZe0WnI+BIeH9+nkIilIaA41VLe8YZukEr35ABZe/K1+ni6BTlBXoFIUaP14WMeXLvxpWmvyuG5Ogf/ej1elpaWkrKodvtplCP5+w8l+YKL8+wuXGiPwAZjDT8tru7m+jpPMX44xjiPLoRYQwoYGlv3SShUF8K5VES+hN5m3d5VXpUuCiv2Pc4//7bAYDPNbTa3t5OoWhSVPTDIwyuyCMojPlWdpCTboQ6R0ZGEm184yDoEueS8KcrNK6JHqUDwkKhkDlTwFeReLomRki43/URoM/nFz3AFr6ckx7PGfCIwfLyslZWVlIYPcpo5DP0jPOH6wHna085weMxYuMevfMUeszD7s5XzvP872DBdUGcE78OgwcApV94tIB2j8y5oXZPPkYBvI/uIMSITdS9HBHqdHC6UBRYLO7tM+/9ct7AQDuQc2cm2qjYN//dbu/tIfKUw92ECPF82XMU4iLUhNDYd9iVCISQsiEYfjzviaFiEKurq8kLLJVKKWTLgnBfDuLeBCjNkZn3ycPPhGbK5bJWV1c1NzentbU1DQwMpOUxtVotg3Zjc6aKBtvH5euEC4VC2i0KhOfeLif2gE6ZDwyej82NN7SKY3T6uIF2BoQ5nVYgU0CUG234wIUbZUKdALwj7R10wGENeUgcGpETpHlfncbubTjw8nWpbpT9PgdeTkOMrQsUAgs92EQEI4FS97A50QOe5UCIPmxvb2tubk6SNDk5mcbo497c3EwFPzHUGYFyjDi40nXlvr29rcnJySS37Mvtx1XG8CK0xbtcXFzUyspKqndoNBpqNpsaGxtTo9HI0Mhz9eThPIWALvDtJnm3K0AHJIODg1pfX9fm5ua+sfd6vcT3MdrQ7e7VtDg43N3d1fLyssbGxpI31uvdWELJ5hPUQ/gJafB1p9PR2tpaSuX4jm6+FM/5wN/DfLsBZqMj350qnrfuvAuwcK/bdUfczZB3+t8RoPI7RnW8z3zupzp5SgD7gTF0PebjYOx5hg8ZikCbhtzH/R3cYXRd4d+Vy+W0ZXQ00C67fM5ceHGeh7XhRXS311nQ0DMAhX7tQCMNKvICEc+VRuRF88lCGRJOYpBedeoM4qEUSSkfjKCBkCuVSqYP7pGhVCKiKpfLaZOGSqWSFCrMzMYaGBgKQfLWsLpixMi6goiMBMCQ9g52oBoUjyOibRd0p7MrYGgdDZcLtKcfHNVH+vBZrBMghOtjjAoRQ8azPZyat51ofDfGPA+NutGRsgdg0DDqURH2er2MUnOe9BAjffA59rHRB+YRRezFjAhd9DRc6Tnd4VM8NcKBPhde4OWG0oUeRcM8c6+DKn83wGJ8fDzd5wfUQ2OfKx+D06Pb7WbWBwPUAb/VajUpTniLCJIrJo9WQDOu57oIsuBvT9VwjStkB2q0qOQZN31DeUIz5pdxeaSB95XLZTUaDdVqtXRYD14aPMpz8NjcUMUx+rsxXIyLELo7PDR3UnhGjGDSZ+cV5/XY6He815vrHfgC+njdjIfdMWTwGbUMxWIxUwsUdWqcO/SlbyrCPNMvN4j+fuadehL6GUPs9NUjMwALr0NwGeQ+p7E/z52pfu2m4W4M25EjR5KAoxARAu8wwgtBPLziW6i50uzX6vV6hnm8Ks89KEciUZlDLO7hEAtnJg9t12q1FArEq2JMHgrxnM/s7GyaQAgewQeChbBtbW2pUCik3cXwNjyU6MIJ4ndPghYNOO9j8wnuj0Ye2kjZxfueD3eE6xWceQDNjWm3203Xk9enP1HA3djzbjfkrnjdGGK4HCDEH8YWEbV7CO5N03efP8/jFovFFAnwdyATLoQefvUwK+/yYpL19XXNz88n3kHg5+bm0hGJXItCYJ4BYh5GdKPFfcwt/dna2korCFAW0Sh7/tTBHWOFNmxgMzY2lgHNGBPAKKtB4Ck3wL6Ux/k0AlD6wD1ejOn87953PwOFsnbg4d6SR0HgaepVXDfh0JTL5VTVnBd54r0YEgca3h9klqib1zYQgYleqMu3R8K4BtpywlhsbrigiQMr9/i9QRtPo6EnaQ5MnB4+H/SP6AFV/XzP+B3gOZ+SznFvNtKA8XgkLRb7ecjdQTPPi8/yI1X5zmnuz/MxE5mpVqvpZLm8dtNwN8oNb9o9YIy4h6hdAPnew7URNeUZV5obQleG0l7OyMO5se/REyqVSqk4wJWWh2M9h9npdFJ4H8XsxShUFc/OzmaMEMVaoK7onUBTcjQIN+/1taZUsLoyiYY6z2BDH48wSPlFITzTlbwbEX58AwDmDOXNjwsSNHdh8RybG3o3ts7IEYFyjXvtfp97mJ4mceMclb57FL4DFUie+SoWi2n/9bxCFvge4+UKxumcd32n09HCwkKSJ8axsLCQUZb0PcoU/BY9Q97jgBqFy3F5niJB5iLgis29A2iLEfY5dQXXarVUKOxtKIFS9OsiyMhrzgvwedy4w/vIc532/n6eSV883O86BIXuitv5w2lFlAZQxTIw+uV0QSboH2P3aJHLsI8htm63mxwFTx0hu+RB4xjy9Aqfb2xsaH19PRWlunwC9nZ3d5P+63a7GUBWKOxFKnu9Xkp3sBWyG/dOp5MKS4eGhlKhnvfNdRgyxLN8iaXrcTfOeXT0qI2HsqO37kYXum5ubqaIo4M9HDt3OmLEw5fA9msHGmmYLwqsK3X/HM8mIgiUtXvY0p6iiR1EkXL4gRs3z+tSic1nMaSVp5ARQEfBECx6Rvzfbrd1/fr1TB4VwhaLxVTij3cMGKBwK4ZOGQthQLxwCstgavdgYsjRG/d7CC/mabkuDwzRH6eT9zXmUWPzEJkrGvf+pL2wt/fLwYePR+q/YQVzwhx4aBZaRQ/Thc29BPeUXJja7XYK3cKn6+vrmpmZ2beZRZSBTqeTDKbTBvq4ELt36/l9B6fRQPv97kG7Aor8HN+N8vXzq3nO4OBgpj6h31zEMCqG33PBbiir1WoGUHnEIOanGS885EYwhpjhffjL59evj4VlrsdiKDJGHvjuVsLGjMO9X58/3okhdRDp7yBiFN/Du3iup4l8/3LugR7OU+7UxPE4cEFHsdzIx8q78wp8fdmb99WXLZGnBmTGfq6vr6f3+VK7yFfO356y8vG4c+f8EXkJ3nV92ul0UmGjR6LwogGIsSETMcrh3/fTx95umpN2j9XDHiBEV34R+TEYXz7gudEYho1CxXPi6THtdjsdTEBhmQtPDP/kPdMRjwukXweBfSIiinOl40KNAnTF6O/HA0IQoDfhR4psaM5MjBF6emiGM5w9dMV9PKefknGFAH080uBGEOGMyi322fM1/u485sSL9LykNy9YcUXioSRo4t4lffd5ZR760ZjvQbrr6+vp8ISoLJ1meOMolQhA8vKPkfdQdNL+ghQHe+4d+xj9fp93jIOktGYfDwjjiDftvOPylQdOPA1D0aUrVb++Vqup271xTCkA1WXKgRuGFF5zoO/PhW+cDxxAeF8BL86LUQfFfnh+MkZ78gy78ybjcyMdo4AxJeWGwJvzDlEDr8VwwOo0dyBKP6PhiLLmHippuEhbxktKjn4h81EvuFGHLg62oS/j4Mhg+DsCUR+jR+t8DugT9sPTK+5d83zfQArQE4vJMM788DzSCHHendegifO4839eu6knjTdYq9XSJgUQGhTEgGEaBkwhCJXKEbHmhRT4DdL2iXBPnDCIhzGd2ZxZnXkP8s6iwnU6xK3vYCYfc79wkYdoouGMoUHGFJGbK49o7BBSwjVOs34t0sEVO4bNw67eEFBygS640SN2uvvSvNgXz3dFY8D/Ef3TF/8f/kD5RUPpkSCfA/7mf+dXzv+mGCgPxbsBZZmTlOUJ+hFDo9CO/rvB8GV6Ptf9IkcxnN7P46CqeHt7O4HdcrmcwrkoPIwatI5zxDugC7lpcqlRHgqFQlrXDA9xP/2nNgJ6UdMAiIh87ZEjKbtBhTsGrsgjH9HiMzxXGeUg8il7SNB3xsu18J3rMfeq+d9lKQ/gRWfIUwToKm84RB4Zi/pVyuq8brebqvMZF415c72KAwXPMq/Of9DAQZJ7z/SH+wAIgBqfQ++v09PniufCo4AhlzHXBx56Zgyer/YfdzzYK8CjZ9gJoq+M2Z3c5eXlTFSnX7ul6m6Yg4nxEAjK072YqBhYIuHKiOd7/taFyycBpSIpg9K9xVCeT4ALhxu96IEhIHko2RUSoVTowqlHXt3nk9YPqUZQ4R4cJ6QAhhiPhxLzPBtHyBF05Bl9vosC6xW/KPSYx0P4+dzDPqQBXMnxHWjVvRKPmNC/6DliQDysxjiJrrAW2wGRe0FcD7290IUxURi0sbGRdkfzrRvzgJ7zkKdVvIAphl5RDNzvni6KCC/WQ2+SMufjupfNGJxnowJg3ABo3+yCnCL9Amh7bi2CRn83XgfRId7tChgeHh4e1srKSsppMs5isZgiZPSB+aVFRe3994JJnx9oEYEZ9PRoTzQIvMNrTpz3HLTk9dHnAF7xwq9IJ49oOM2jp+w87mmP2Byoui5znnC9iXGKxbruDXu/oLc7MrzL38Fv5gBZzsvnRgfPa1ryQLLT16O+0t4yOebQaU9DR7n3zDPi0kT4mOIvl13mzcPksb+7u7uam5vbF73NazfdccwNWgzl8NsFhXu8YzFnyHUoPt/r19ctuyBFzxGCu0Jyhe6/4zN8bNLe1oQ+HhdqN6CSUiiVz/g73hsVJGjW++3N7wER838MC8VnR6XD354H8hB1bK643EB4CB1ky5zmoT9HqF616ko+AjGYns+iEonC7QCF+wkfuhcRedVBXPQCGZPTM579zTV5YIjvEc48xexGIkaNXEG5cRgcHExrjZGRKFcoBQ8J+zzG5rwDb7gsRIXjIMDBLO9wWjYaDY2MjKT6Ch+7zwMApVKpJAPsG5P4XHnkwVNNUfajl0T/oG0/QMv7DpJNf158B30YHh7OLCFy/eM0coelWNw7J73dbqfUgxexuofquV5/t/cvD8BHmjkNojNCkRubLhGehh/yol7IXfw+8iLjcVmP0TcHHtQlucPo0VNJ++gcgaO/N8oY/edd0VP28Tioht/ol/Nl5PV+/WEfEJe3vHbT6m5pL7zB9oH+MhjNq3b53JExkx+J6bv64CmyjtnXQueFqPJQGu92NMf7DwopuBJ1xOoT5TmJ6E26IvOilwhmUAbQxd/P99Je2Lbb7WYqMz1clycIPkYKeZzh3HhEpoleP8zjiiIyeh5KJC/Eph9RUeaFnKBj9FajMnTF4vOVV+HvY3UP3N/JvHrxC2DI9xd3GkWAGIET/BxBJvdJWeDq9Q4RnEIrDAh/+1x6iokxOBCIze/rdveWYrnh9TA9S+n4PipF7hkcHNTExESq3o1z5o0xunEmv+eg3wuTDnIGoLl/H/khGhqXt6hnHER5n+OeCU5Tn6+8kKwDD/rgBX6ee2d/BgdL5EDhBWQl8rmDAOjgdS8Obukjz8OTZJtbNtLxiFAEG26kea5Hs3q9/QWahUIhgf/Ip/TH5ZIIWZ4xQy6I+CHXLsu+gibyj4/ZaeA6Id7LXBcKhYx377Yi1kTwQ8THtwI+qN003M0LXIg8FBQ9R4jjC+0deUfvCCWVZ2S9wq5fiwYKzwBDGYsS3GuiT4Q6Y3GMj8m32XMD7EbZDZff44LvYUs3yK5w3KDEvFin08nk+1xx0meev7m5mY5ti7mavKrRGNpj7G64HVlGOvkYQP5ecMG1Xkvg90Uvxmnq13kODsPmB8z7OD3XFcfG3NE3D6v5WmgfY56XFYFDp5PdJ9jv8QInN+jMTwRuyFIsXPLr8zaLcUPl3hXjwVvAU2k2m/t4KaauCJHnAbNC4UZRWL1ezxipaJyczwCBHLjQD5yxB7jLVwRJeTUSPm7G7A6Bt+iNSvujRQARB3veT9/owkEgf6PsO50bO5Ntbm6qWCymZaF8z3xzehnODO9jnN43eB06whMYegCB53Zjg+/Zp5xd6KAl9wIskB1WshBybzabaRkY4O+uu+7KODr0q9lspn0AnP88euVGb2JiIh1y4rxaLBZTGgIww171UjZ1G5cA8mzXs4yXCJ0Xrbnz4uDFdzqDfzwnTj/4ufvuu9NmRawQymsHGmmWB5Az9nCgC4wzinfO0Thohs7282yZIP6OebdM5y2v4OFchDCvQMmNhedN8rzKaNxdKeDd9nq9zI5hPB/g4buG5b3LmwuOgxs8U5TG7u5uJuzi9EQZEvnwfLbT20OygAJXVAgNRjqvoIkxOrp1WpHPgs4wccxXcY+vInAQ5KEkrnVAQ7gpGkDfPcr5LSp4aI0S44CI6NXnzRNzAN3dUDPe6FU4kHLQQ19QFm6AEWz3uGjwHs9zReA84s09eGjrc+6GFDpgKBzMwhvFYrGvgeb5EZC5EY2bw/j7PcrgoeSYHvFxQSdvzj95NGHs/n4PreKteVrFDYnTPo7ZeRBDEPkqrl9GTqAxP9DKHQ7oGWtjkA/ypr7kC3p5eJk89ObmZkZ2PQrEfbyXWhAMG0vLPDUwMTGR5NqjC61WS93ujdUwbtAYC+NjVzt4oNlsZvjL5zcaU35XKpWMzHmtDDLn+gTDTlqG8UCvKIcOSPnfZT7qYAcakRe83TTcTSV1rVZLxWLeIWciJtLRrD8nCoYrTr/ev3Pl58SIRtTD8VJ2H2xX8h6u9zCsNw91o8jizj/ObB5mixEGP/c6hmrcm4tRC76XlNAfTA5CjN6we3T+DA/75ylBaOj98ugAxUTQiR12ut1uJsxFP+hz9ESYmzzBwpgODAxkDh9xY+BjY0woBRrPor9RkHm/e9w+d1tbW5qdnU1RI+8v97F5BgoB3nc+cBDAbz7nvW7s3HAzBqIhyI8v8XDjyv/8brfb+/Jk/sy4haErC/fSffyApwgyvegz8oLzVvRsXbZ9W1Ga04o+oERRvC6LPN9Dkz6vkW7OmxF0QQcMjD8LI+e1D7yfsLDXDTj/etTNP3cglAds+Bv5oL/ISAR7bjx4vu/j732PY8eLJswdm8sgwKlararVau0DGe6xo4+ps6GNjIykeVhfX88UaNJ/6YbuoJCTbZtpTi/exXvQrRh3KtV9hzBC+2NjY5nCTS9s9m2d4VkKHiMwdZrCd/551M39HFbaLeek/ZBunzA6QojHP4uG1wlKc4Tpk+uD8mc5E/sAIZrnIqIidmLwjIhwIRxIjghAs9lMoeft7e0UnnDhoegNhQJwYOkOJ8C4QfXxeYMeKJ5SqZQMI0VEfrSaG3wUFszpRikaHO71KIk3xhEVHQJMWoNnoqw5iCAau4jIHWH6/MccGIoM2kSljJeJV+ZeXl4xlfcFWu3u7mpxcTF5Kj5P7klVKpU0p8PDwxoeHtbu7q7W19fV7XYzp6b5GDudTqIX9HMlHJVzFHBCw/CA05C5Qi4ijfjec2bMX96yJt4bQ4I0+oOiJjTId/SZeeNeT+0QklxbW0tVvBScRZAAUEUG8jxO93wchEYPcHt7W2tra5k+OehFF0SQSREl9Q+//Mu/nEAsfS+V9s7pZpyRf6Muc4DuPz53Ufe6TvTn0t8YifK0R2wOnDY3N/elp6LB9M/xPPvtPX306FFJ0qte9arc7x1kxNRYXj+ht+u+PP3p/fdr3GYwBgcc/h4HeDyLn0gjKesMOij2PrjOajabKXJx77335o5ZuomRRui2t7e1srKSCX1gnFBmvV4vc3YwBTegFlAWAu0FE3lhAE5LQVA8dOKNk6Q2NzfTdRzPGD1wV/I0JyZAxInLQREUObCfeLvdTp+dO3cuowz4vbOzo6tXr6aTepaXl5MxHx4eVr1ez1SJe7+oEoVuzMXu7m5mSZAvvgdcuNdSLpcz5wW7J+do25/BHEAzV9Tu0TuQcYZmziuVSjr5huVcu7u7iZ6ACp67traWKQBh7j0EyTviftXQzwtrPKrj4/M1nCyfW1payiB5SWo2mxoaGtLu7o1j9gYGBtIhGISiOdqUEHGn09HY2Fim8MbDq74cMQovY8TbKZVKOnv2rIrFYvJ+Qe8RoDnYAQQwDzG37KAIGcbT4FpkwRVnjBxJ0tLSkkqlUuJpwKwDZZov4WQNLu8h94pBkfZAh6+e8P7zN7yIt8i4nIedZ6lfoHoZGklKcwlv+TaT5XI5HXt4UDVu9E59jqLXHA1BNNT9DJbzDs2NiYOC+Gy/35uDirzv3SgxT3Er5X7P5v0OPvks5vg9wpT3frcJ/d6XB0YiqInAnXmIP9zrUbo8wBWBVL/+5EVLnrIn7bkPL4WPxtLRJIiNEKkbDg8v5YV+3UD4ujYPO3nIAOWJV+F7vLqCj2ia+51AEB1PmfySo3I3cDFH7aFk7yseBu/x9Xa8z9E/faEqGu+L59KXdrudts3zHJNHNJgLctoeOvJQfvSi49wSumbumNNCYe8ovcigvN+RKu/EG3Eh435fZgS9ItjCkHsYy4uBIqCL/WLuCOGyNzHPwKj7hjkOVKjPcATtYVZoVq1WVSgUMptBuNfCWHxcQ0NDqToa+lAIw32+htgVV15VqXsMUfGw34ADLe8XMuQ5T7zY2LyYyfWA53QxgB714rkOJHzOCVdizOPe+3leihs++BVj4N4zBVWeIvOxuVJ3rxa98prXvEblclmtVkuTk5N6xjOekfY3+LM/+7N0bjqhc/jKT78aHh7W+Ph46mtcZhSjVM5z3OOpFAe98EG5fON0Lq8WR49xP2meS5cu7fP+fG56vRtFXyMjIxobG9PIyEjaV8D5kXtf+cpXqtfr6Td+4zcy3ztPMp8bGxtaWlrS/Py8VlZW9p0MCP1qtZruvPNO1Wq1XEDkc+f/b29vpyI15xnmlpMRo33rdm8cm+y1HzyDPUO8MA3+4HhWBzVsDjY5OalnPetZmpmZ0cWLF/sCG+kmRhrhJSc9NTUlSelgCUfkrjBjGIcWCRp3xuGaPGQTG2jcD0xHqaytrSUvQFLGCLqy9RAL/UFQfBG6K+5YdACdpOye1NIeU+EJ+DpHlJ2jV+5ngmEQ9xpcSUIDPMIIYqCh57HopxdASPvPJqZFg83zGKcbBeYBXuA6eKTdvrGMhNyYKyKnoYeEfb643sOT/gz3oGNoL4ZPGT8HAbhCKBaLqVAEJTc8PJwOGIAPHJjAE+5VEz1wIONRDjegvV4vne2McYeX3euNZ4NjhDwv6XRzJQ9PRk+AfJ8b7XidywJ8EIE3itb753T3ghxXZnlK0QE2ffDUDX2HdyOQc7n0ZzoIcSDEPPA+QDLgA7739/K30wrQTF/dy8RQY2xdjukHINABE/e65xedFgcoAEvo4lXnTgv4gjA3IfoI6pw+Q0NDarVaGh8fT5Emd2L8Wpc3b3lRAqIUDsDn5+czkS0fd958873zpfcF2nhzu+VOHs8AwECb2NCBPkfu6QMQ4SE+W1paSrKNfuvXDjTSeDIgBQxCJDLMEb2XiMw9PBKT7c4QMSTE/S4MhBNdELnHjagTXdor54/KzIsyUCSgRldIPnkIaFyf6YrHUaZvG+hGTcpupIH3gLHmtDAP33Ld7u7eUZb0OS98Ej196OnvdIORF05CsfhOavCIFxQ6T3iLedBYD+DVlvQ5Kmk3wK4U3ADGavNooPwavB3mE0FuNBoZT88L2jCKjGFnZyfloykwiR6i0yYaGhR3vV7P7ECGgiiVSmnrQfdMoYFXFTMfbrB5r4/R+9NutzOpBg+VuwGhsW7agRW851X/DpygH9d75Ie+ecPTBPREL5f++9w7T7h8OpB058ENdYzU8Iyov5xuzBPgGz7CW8L7R1HDWxhNZJz9BDhBzHczY4xE43yM3O/jIo3GWe7IbJ4hiADPAVjU3+VyWUeOHNHIyIharda+0+yct6Nui3MW5cGNMMu5RkdHNTIykom6QIdarZYB0fFZ/nyXNa958L7G+zGy1BN51Id+Oi+yD74fCOLvd8DAvdVqNWPDnrKR9hCEb/VH6JQwqHcsojz3qj2U46Gzft6yM42HYDqdG+sMYxUqzYnhoRoIH7c4hJCgZ4QJj49nep7UlQBK0g0bIULAzebmZmYzGCYqesBSFvR4BatPtiMz7o8GwenXD3mC9ONygngPzA9NY3jLARxzt7S0lEGgpCU4gs6rgfE4h4aGUhRhaGhIvV4v5XUZV+RR/43weBjQDYobcgqRYhTAC6kwFg6mUKxeJIgcFAqFzLgiD0Yg6ooHA+88Bh2o0YiKTdrboAJ+YeyEPd0zdXl1WkJz+uDFgfSXKALPx7OCF+LhI85fTk+v0o68x5wRNeC9HmFzmWc+8mjsKQD66yHJPAPjsh9phZcUi5ugtUcJoItvqRl1ILzi4BBZdxp2u3uFgg5KWBPshj2vRbmP9SdEfer1euYYVuaBQq2JiYkEFvt5z9FIxhY/i/obOg8ODmp0dDTpTSKbg4ODaaMXT+3FFtMWjKdff9258eWrrnti/9156HT2n/Pusu+8UalU0rnrDo76tZsa6Z2dncyh8ygCN66uyOk0wuzhBDdEEV3kKZ+8iUfxeJib5sqDvvIc3kc+lMlFkLe2trSyspKUg3v+KPk48bFvkVlQ+iiFKHwYqrwJcg/fC/agAc8H4VH8gpKNqBtvJiJ7rsODc2WJUvIwu6NIB1qujAkduecr7a3nZf9jD8v1er2URkHpU3DW7XZTNbV7ye7p4lXQL/rBc/mO+Wi3b5xv69EFFCVFbe7p+zs5jjHuLw0dvPDJC2vyQol4DxROeaSlUCgkGtDHfgrQ6eK1HXj60LafMoDHuQ6vl+ZGjuaFWuTe4BnGxo+HxemjX+/FfG6gpexa5Si3vV4v8ZoDR+jtGwohzzEy4PNfLBbTZhksn4RmMT3mtHOQR3Eo8+4Al366fvIQN8/zPkEjvnOQwNjRa3jqrptvZgRKpVLyvDmdDPCIrNbrdTUajUx9jI87RqzcJhBt8DHFlucBU4iMrBFVinzs48yLdjhN8+yLR0g7nU4y0DhVUZ6YM5rX7MBr/M38uX5oNBqamJhINTDu3OW1A430yspK2ofXGZyOUEDDjyN4L+xhe8+80EJEZE54Buv3eng1TnhemMUVrk8SE4MHR9998wjOgnZELu1FEhDquIbOJy8ChWhk4o42jBWFidJ0T9B/AFLkbjxvFunsnrWkFNb09e/eXMCZS348jAjC9ftgxo2NjbSuFCA0Ojqq8fFxjY2NpTWZgK92u50UhntrRHKoxvaogUdOnM7wCh4etFleXt63eYLTnf4zR8wlhx4Qmi6Xy5kioFqtpmq1mt6JB1QulzU5OaluN1uA0uvdKITCO/Edi+At3x7Sed0NYMy9Ajp7vZ5GR0dVrVZTSDvPM3DA6VvQArbcM0B5QncMrKcmnD+8b95HD71TNe/NawTc4/aiHUmp2trHw7xtbGykiBVALgJtBwvw2vHjxzORQ+hA6N2BbvTMGE+tVsvMWTRCsS6ESIh7hg5YXa5dh7nn7rUeTg8H6u4ceb8KhYLq9bqOHz+eWSEBSPT11dGbdAPX6+0d7evGeXl5ORMuZu49HRj50Z0BwAIAIg8o8bsfCIggyPWoR0bhH8YUZVK6YYDZKQ+9w99ER4nMRv05Pj6uiYkJXb9+PTcSHNuBRho0zUTNzMwkQfEOw2BOjLycLZPgaCgisrxwQhwIgMHRW0Qtjmg97+ThY/dMPefA/ywdo7nnGJnEi5qkvUn2Cmr6S78YY0RTHiphByyqwr0QwRWEK69Iw4ik+dtzc54P9mPYUG4eFfE5cYUFnXmG8wneADSvVqup8MQP7aDwyBExwgmydVDkY/Ix4pG6EfU8kwueK0X6ydKxfqE9B5Dlcjmze1c0muzIxL1sOerKwWnq4XU3OjEnHZURnh5eQKfTUavVSuHQWA/B8318MZwfw//krH2bXDwE52M+j8qPzyNQ4LOYcnG6wCO8N3rFXAfg8/oJNwTMQ4wSeU4+fs84yD9HfYXs8KxqtZpSFLwvyiCRm7yIn7R/v3n3AnkGwAI+9WflGeI8p8iNIjuA8f7oaPAOp0m3202HwACOHHgXi0UtLi5m8uoeAfNIal7jnfBjTFHFMefRycca6eL09nF79Md1q7+T5s4KnrUDUdef4+PjaW+FPA8/tpsaaRSjo2s668UczgBMoKNN/853aekX7o3ExdAgSLVaLbN9qIeQonfqxIXghDk8/xIVfVSWPg7PgcWwrodR4ucIJkYaw4UXF0P2nh8DoUbQ4rTJK0DIAz587htQMBY8Rt8qD2Pk0RLeTaidTfClPUPlSxrw2iWl3NLw8HAKO4PCKZSjDQ0NqV6vZ/bSps9xTB7tcPDFs/FwmW+EhXGS/3XPnfvhWfgXg+GFQDybfKGDRgccvl+8Py9Gh/KMkPOlzytLElmWiKEB0efxgysd6NVutzU6OppSDcwXaRXW6SN3bow86sVzHQwzPtcb3IMii4qL790oQAP3DiVlZMTD4C7fUSHSHw8bwycRRFHI6QDUI1/QHd52T9nnysfm9HPZd92RB7LzrnO6xebG3lMvUtbJcGPleo4WQQv7aMRVAb4pEHLiTppHvqLudM/XZcKNYJSBGNXwz/ulODzK4O9w/eYRBFJuThO3IdgXoq0RTAwODqrVaqWxx50y89pNq7vztgItlbLrUl2IXMh4hofQYr6t1WrtG3QkoBOayavVahkw4ELuBjuiU96BcLvg5wkCLQqLI1w/BYUxx3e5Iff8PEoaoY/v83cR0YhRAGeCPCMWC118/CgYN/QOdCLDwxM+Vr83GhD3dqiCRmA9Lw1TY8jjshEiI45Q88AK/OA5SwwQSN+LnYaHh1PVPc9mTqGLhxw9gsPOUh6WjgozD8xWq9UUNQC0Auo8BOp84/MWw30e4o5GJKaiIl+6cvS5ZH7ceGxvb6eNeTx14oWTjMP51sFsnlx5P9zz5jnuzTKWGLrGw4XX4WEPmfqcuHHzsQBS3UhH/mfMzBNzCK17vV7KozJ/UQad3+r1+j6D7MYj0iuCjTxdGUGBf9cvChif308fAiq9MR/QJ0ZV3LmBLsxRXj+9OWhzfuEdscUITJ5nfVDkFrAGD+7s7OwDQX6f6w3oC+j3lT8DAwMpt8+5BjgDsQYkQ9u+3/z/zcM7HpZA+aA0HA35YLxox4suILIXxfAbxs9DF9yH4kOJOjNAMO53BqSfjn7xpLzIJM9Li5PKZ3lo15nYjXM05h6hiM+O90bB8Gv6CVq/hsLz/GkEE4zLmR6gFVGi04f/PdSL0cMwlUqltC7YwRTvwJDzXELPviTNkXOkp4dFpez2plTVQ3cPb8ET5Dp5NsbZl+QheG4YmHsE0A1VPCwD2uJ1eB1HRPiO7LmH5oci+N4B0g2Zo++uSOgnssbmFwDn48ePZ6IPvoMadPOtQF0pOwB0voiGFdlBsUFTV3oOwuE7j85gIH1LYAd4Pv8+Zuc3eJjcbh694BP3FJ0/2AlwdXVVo6OjajQaGhsb07Vr1zL6ZmNjI3mDvV4vKWtfmhrTGtEoQGNPVzlNY4u6wIGJ6zq+i4bLw75uhH0u2EfAN+6BjwGkDujIoft4nJ7uPLgMuJ53OYhRF/8spgEjyPHf6Cb6NTAwkHbGc9DhzkJc3cF3XIszMjIyovPnz6tcLmt1dTXVxiC//dpNjTQ5vEajkUEgEMkFzH9Q5h4adeGTshtAMKHuTa2traXJdsMDI0cE7sur3NBEDxuF6eEZwoJOXCbOx+uM4BMdmQa6RKZ3Q8DzHdU5yPDnunKJDEZI3Jnemc8FyxuVyniYTqu83KcbQPfSXIExX4ODg9rZ2Um7ofF+UCmokgr3PCAQK7KZP9/hh3G6EYvIFrBIX1EsKH2UhgMX1mtSvMd7IiBznvJ5JwVAP502PM8VbafTSeAhby9tB0VRaaIcOY0NWnhIDbnyokeARbFYTEcSYqTIKbIb2/r6eno2/JEHjJ3HosLLSz8xd54rR/kxj14/EHkTHmSMvsQJHocW8X1OR7ynSqWS4QPGQN8BX9DRZdh/qIj2PCrgqdPpZHYY9MI4eMTHGD1CdKAvY4x6xnnUdUxeBCoC7fhdNGYRSMXmHq/zAjom716PlvATQZZHaGJzUOv9jI6Ej8Ojl65/oa+kjOw6oOM5kZf8Ggd/FJZOTk6mXDQOYozWxHZTI82xffV6PbMhgRvAOJGOQlHMHgZ3hnBUymRsbm6mReRMint1hcKNClNfR0moz49X414vIqOQDOEGYDiqjhEBnuN9p/n/rkz4Lm4m4cINvdwIR4Hsp/y4BsaKnhmKy/vjLc5FDC3SIkBwY0iItVjc2w+ZvAshQw/Bo/xA08yL1yXkGWk+q1ar6na7CdlGRc+4ovL1IyPL5b0NJDwExyoA8sWMy8Nxnq9nHChcX6oX1xznGTMMJPk1ae/sX+cfBz+R9+DXjY2NffsG8D6PZPEeDDEKgtQRRn55eTnVCXgRWgSvUeH7PEQljdHLi864QfYGfT036rUK3Mt9DuZcgfo80z/GDs9WKhXV6/W01aSHo10GCE96lA8eJOrIOHne4OCgVldXU/+5lgZPQRevkYB2Tm93jgB2nufNAw8O8nhPNDr9+MtlK8+IO0+7Lo/P8kiXe8kxPeX1LHlbIkdHxefAjXseiIjRt7wWIw++H4KPw51P9HiUB+acqOHAwIAWFhYy67/z8uvebsmTvnbtmtrtto4cOZJRBNKeEgclOupMLwkVfO6hgSIJuRFaw1vya8krYoAADigAr/qDcBjJUqmkjY2NhG4x6IRBffs/1spGorvSjOAihlRoDjC86o/rUSpuUGPIMBo5fw9Gh+sIocD4kpIRaTQa+0JbhJHzNodBYBxlMlaYluIqDDNGqtvt6i//8i91++23J4PHkpiFhYV0ePvRo0c1Pz+fKp7d+HtYGMFl2QPv8GI1R8LMFcU8AwMDqeK23b6xHImKaxQ5RUPr6+taXl5OCBcQUqlU0nImR/X006MM8C7gxXPGjIN3Mw6iDlF55nkdhE45RcoNh8vL/Px8epaD0KGhoRQd293d1cjIiI4dO6bNzU0tLi5qbm4uPcePWSXE6QqXdzpveD9peRECB314lfC+72rlLcqd11S404A+4n43NixR8/oLUh6AQY9I8FyifC7/9BFwx/K+arWqkZERLS4uamFhIdNn+AQejREzl1OPMtB/5I8lmgC8PO/QZSPPOEW6ucFzg+TRoCcD/PnMIyve4BOvqvdnAtI8Iuc8gcz7+6P88Jlfm+fVRxrRX57ntVgOLnu9XnJiXV97CqPdbmt2dlaLi4up4M6Xz/ZrNzXSGDoORsAzdmPBNb3e3vpSDznFfGu/UGq3u1eA4V6iK14nDtWzKGRXlN5/JwCGud/m7f7j6DOPMX1M/jfPdU/Qw7CxcMwNP597ON7HjQHw3LkDHcCHj9mXIXFtnCfm1dGiKzf6Qb7Vw7w8z0PazM/s7GwGEPV6Pa2vr2tkZES1Wk3Hjh3T7OysZmZmMmHlqAR9nuAhwJpHEugnSswrTD2UxaYNIyMjmWe7saDK02spAHmxmNLp7f1xMINx5F18jqHop9y8fxgl7oWmXOv9cHRPP+FD33WP6+r1usbGxjQwMKDV1dV93qIDQ+dR9+6cxj6PhPccUMGPHvngdwyVRrowLu+De1JOu7xIkCvquAMezT1YIgzRaMVIGoYa8Do6Oqrr16+n/npEwo2xGxLmqVgsZip/oVc0WvQVI+80cMMewVo/HvOIlzsxvCPuHMl85zXXG3n61fuITPOb98MPXmvgcxzBUmwxUuDgg7mSlEBytDUuO0R6nR+xORSbcV+n00lOBDp7eno6MzYHJ/3aTY00nfFt2RAKjKILjKSMgvJJiM2FMQo090aB5fuo4FzAvE9RcUEYhNXDqlQd+m5BfEf/3CDmhX+4NgoxAuZCSti30+lkdgMDrTmSR6kRpiWFgAeLsvPzYGOICEPJuxAy8lv0JVaqMl5HvMyNKwqnFblLPHT37Amr1ut1tVotHTlyRBcvXkwHo/h7HEyguKCB7zxHaJl+SspESHgmAs4yK+gbG14caRUM2vb2dtqcBxoUCoWM4PnnNFdAhDThIeYxGjq/17f35DMvjvLzi53ffJmiKxC/ttfrpd32xsbG0qYsq6ur6Xunk6cOJO0zPLQIOtygE/aNhj+CDOjufeXZzAdABX71aAYNfVAqlTK7m2FIx8bGUqSFiB6842PyPQTyxumRMpbb5B27mwd6ojPj7/PlZB7aRu/iAeJRe9/oq4Mh+sGcOsgBaHu9ivfdPX/0JTIRDSJ/s4oDHeZ6w/uAbPC/AzOKIImK5QFkf7c7aPEzjK1vW8zeCK7Xut29YlE31B7JcOfLwamkVOcwPj6u0dHRZLP8UJ/oSMZ2S0ZaurH72ObmZgYtMHiUgXu0KLZ+RIshcBoTA8rN+86F3reSRPDxyCJCRJlyLwR3pOrb6kn5uRtv0YOinwglxpBqYvoLY/pRdh5m8p2DIvIGLLFMxvOhMLiHdvg/euZunFywY1jeQ4ooH5Sh5+rcY5OyIV0MJgrAi5AmJyd17NgxLSwspP4T0naecgVPuJJCHl8y4YqGcUbAwgb3jNdBDfO/sbGRKtPjjmqelmDOo6CxQ1U0MFI2UuJRiMivDtbcaykW907q6na7WllZ0cLCgtbX1/fxZ54S4F2AW0Jxvd6NXcpqtVpKm8A7HrnxPkb6RY/XPUT4yaNGXrfg/faImEcAIthgfF7v4M/38XotQalUUrPZ1OTkpMbGxtI8X7p0KfFioVBIRqHZbCaaSPs9t+ghEZ3gdCePTtEnTw+60fExQSP3QD3v6vrLeTPSH5o5GIx8yTg4HhUjje7yPQF4Z7fbTV4oP8xDlKkINKCjz3EEDA66kRnSdBHU9TPa8R2Mx6NkyAFz4kACkBGNdeyv61xAfrPZ1NGjRzU+Pp5OvwIEwc9P2Uh7LgaCI7CRADBcZLS8cF16eTn7ehQAEw9Te+GLDwahjf2NysKRTZwoZwKqjX19KBMH47sAxfFFRcN3CDl9B4l5/igWshBqjUgQb95P04EWILOooPz+OH+OiPkeQXPhKBaza0PJqTCPzLuj4hiOwytYW1tLKwZqtZpGRkZ0++23a3Z2NhlOPAT6RarFN+aAVnGdufMfYAeBcuXCAR5RiPGwWHZEpANlSjTCPRFXnB6OizxGX3yJlnulzlNuhDw/76DFw4koQ3ZUc8ALH7lihpZ4+VtbW1pYWMjwMbzCeLya2HkNfsmLhsU+QmeXB6e9g5OoqHme04d74DGMQWw8B1lDgTabzbRMplgspq1bkQU23kGGkUt43OVqZ2dHGxsbWlxcTMVop0+f1iOPPJK8Nue3WIvi37fb7VTk5/qX+9zjZI7wpt3RiI4E8+10cT3mxpDwNikB9Obm5mb63rcO9agfffL/3fj1er1UT+FzDf842MboU+DpLYKQaPzzdDXj6vV66f0AEopNve/sg8B2r5ubm0lvogsByHjfALtTp05pfHw80X1tbS2zTvogAy3dxEjDmKVSSaOjozp58qQWFxf3hfpcWOk4g2NSnaAe3sNgOUr3Yii+zwunxbCuD5bJjigJDzciqFLpxibzcSvIaHj7oWhv9INzkakqR9iWl5f35VokZTZjoE/RiOCVu9FwBO9j4j731BBIlJWH3PLCvu7BO0p0DzHe60YUepRKpcx63uXlZTUajRQqO336tGZmZjQ1NZWZOxQB73LPEr7B6HklKILipxH5TlSAHTdgXkQSgZJ7k1J2J7V+NKPvRBJQnBSzeVg25lFdwaAIHXx4wRXXo0BKpZKWl5e1s7OT9hGOQNWNGoqm0+mkw3SgEUrS947GIOd5D953jwA4Xfz9Ph5XtDTGT7TIPydq5t6mp3Mc4PIO30VvZGREk5OTqtfrif67u7vp1D830q6voiFBPry626vqR0ZGUrGq6zqMOrrAx+Ugxo0MY/VohANyl5k8voz/8w6XL0CgfxejE8gY/XP5o8E/yInrcowjKS63I54y8rytA9q8KImPsZ9u5rkedYD/0Z+etuM51Pl4itDz/yw5dZnge+ed3d3dtKTR5/ig/h5opKvVagrXTExMpNAqHfJQaETr/V7qBhoGRZmCbiCSP9cH5AbUJzV6kM5k/Dh6YnJRAvFUqmgs/d2x5SE4v75UKqW8DQcdcLYphhQPFUMUvVxPJcAEHuZzT9cNZV5YFmGHtu6pRUDEPTGU6X10w4mwurddq9U0MzOTlh6sra2lanvWlJ4/f15/8id/kkHRINRyuZzy5h49cQXpeVjm2hWOe7DFYjFzPCTjdEBIiqJQKGSMFPTwjTzcwHOdAxmey65reHwYAAe+zmPOGx4FcRlDBgqFQjI48AOy6i3e5/KAd0MoPRo85t1TMYw3Rq9i6M9pAz87eHCeywub57W4tz2G26M69NnBEZX6HobGCBKG9PmBx2J408eBHHqouNfrZcLd3M+7MNQ+RpdR9zA92oLnB4/nAenooblRjrzAe6W9HbcAfMw3dHWg7/PtDoLzPwYKWkELryfwGgDXc77OnOih12+43uk3dv/MgSFjhVd8q153EOkTEa1IM4+o5b1XUuIHlkuura1lwN5B3vSBRnpwcFDValWVSkW7uze2QKxWq6l4hurqdntv2Q1Vs4RGer1eZsLxJFimgDLlHoottre3E6p3JcTg3Wi6kXajTXNDRx6CCZJu5E6bzWZazhWJzbVu1N0QemgtD9V5P4aHhzUxMaHl5WVtbm5mECYMGAWAEAz9cg8SBQuDx80NXBi8wMdz4B7Kpt95hp7n+TFuAA8Pv7fb7cSMnPJUr9f1+OOPp/AWO+40Go0UOj569Kie//zn69Of/rRWVlaSZ7KwsKBOp6OzZ88mPlxaWtLKykrqH8rZaY2RwXgTpup2u6lAqFKpZPKy0J3QOLzPmm+u3d3dzWxI4d4cfMa8ES7c3d3VzMxMCqXVarW02b7zs3sK7uE5MIvK0YuZBgYG1Gw2Ux+Qw4GBgTRfcfmHR1mKxaKOHDmiXq+n+fn5FMYjzInn4NteInceIuznqUVFGiMvkf88YuERNkL0jNmNF+N1gIbcDw4O6tixYyn3jq5aWlrS7OxsWiNeqVTUarXSKVq3umwGw7u9vZ2ONa3ValpeXt63EUqhUEgGytOF8BTz7V67gxw3zs7nUQ/lGa+8yCPXutwgF36wyEGAgmfHv5FzrmW5mm80xDv91C2PJDmo7ecY9ZsX6Ogb0nj+GTlEJzuvAVboZ4z8+P9ub1gfDfilGM9PvLtZO9BIz8zMJEXEGtdGo6FKpZI61a/ohfwocXyUDcrdJ9GNEeEDRy+RYfMQtj/LPUHvG4LqYSIYAEF1JSLlhyFiCNwNHPdEb9oN/PDwcAp3+PUYAiogHWE5KuU5rhzzGNMVuDMYRs2ZiXFxD8/nepQ4a3Op8MQL9vAvCop5Q5G6MBP28eKsXq+nM2fOaHl5WYXCjTOKmS+uxTjUarW0BaHzSORDbxhMPMxYhIOnyzO8CjgvNI73zvdxrr3q3tczS9m0hfONe9Ie5szjuzhvnqumT/4+Cg15dlxG5u/0fcXdiDN299T97Oc8ZRn7HcPgPnf9PGbvG9fj2TJWxugGmvnwiAp8zWEhyEGn09H6+npyPhyI+LhdITuwcTAAkKWocXx8PB1C4Y6AFx85EAMgeqQnRhr8M6KQgM4YRnUjH2UkT3d4+qVYLGZWFziQgC780PJ41etVfKlaoVBIUUzmzMGqh5e5xvvxZBogjjMEoBs/GHHvp6S0fBAedTsEL/I/keHh4eEMCMSZxUC7/n/KnvT29rampqZUrVbVarVS8tu3S4z5AVfE7oGBTvwkI5QLVcA+sW4cMIJ5hp1BuoLznY1gLK8upp8Is1cK5hnY+D5XnDzHwy7035U3YyWUVKvVktDyThjfvWJnbOjB+JyuvJvr3Rh6Ho3neDEUjXfjRXqY3ZEvngrC4wLabDYTyPAqbt+bFnrxPM5TlqTx8XGdPHkyKVZWFezs7OiJJ55I55tLe6FODxnBd93u3nI05tfTKtDLw17MtxfN8JnXB9Ai+nf6+lyxtS6GDwXE/LpCjR5PBI39mt+LEXMgincS6x5in5lvQr5xBz/vF4CGHLYDDi+ucv71Z7hH6UrXw5i0CEijUnNDjAy47EUAw7rnzc1NrayspL2nyZGi56KxR56cHjwfecNT8hDukSNHNDs7q5WVlQzYcLq4sfWwLs0jCvSHefMNhRzc+TyjM/x755sIsGKY2EPK7kTF+iGfE+dPxkLqgeiB19g4cPalWsxfdKD6gYzYXEfAszECW6/Xky1y2Seihxy5jo0V3uj4ZrOp8fFxTU5OStpzEHFy3LG6Wf8PNNKgCjpy6tSphGg8xBaVnhMORoLIGxsb+9A5Xo0LKsoSRBrDgLFCGQH0HA9jiGEYFAA7i/mxke49etgpon43bjGE5CFl/553s/vXwsJC8khieNnDMfQJ+uaFpmkuxAATjx64sLlXiLEnpEVOslAoJMbyvdEZnzM74WVp78QrrqcQiffgyeGV43VWKhVNTk5qdXU107/t7W0tLS2p3W4nIOBGCKXlc8G4fV9uD1kzJ05nDxfCk9DVDR9epPMkdIVOnodCjrjGvdqoHJ1XadFoefM++n0OAGq1miqVStplbW1tTbOzsxkAjBJkrrzymH55nxzUxSgUc+b8xvPd8Lgn2q/vXIcRpK/Mq7/XQYfLiStRSdrY2EibtiwsLKQiweXlZfV6veSVku4jLxpTC/5OFDG/PbTZarXUaDQyPAUvOeAFvMFXMdrjescBWDQefg284TqtH6/kgSpaXnQyRsdcr8ToItd7wRzRCmyAy6GvT44AgWfFiAF/R96JANvThcydH3TiNCuVSpmlaD7vjN2dMw7TOH36tE6dOpUAG7rAN1C5FYBxS+ukCQPNzMxoZGQkTQgvjijZEQsVfK7cXLh7vV7yeKIHi0C4ckBZ8s6tra2US+52uynfl0cAmIMirrGxMdXr9Uy+N4Ygokfgkxqf7yDFwyJ5oSCWdRD2BZl6vzFk0t5a0rz0At97PzF+Tr8IbKAXQutzB9oj1OVVtPSNuSD3ihcAsgcgRIXL3CMYeGTtdjstW2i1WlpbW0vbcOL9cOgK3jHKyfklKgSUHHOBofZiMICgKwL+dhozr75VptN1d3c35R7z9pIvFPbW3RKW5Jl5HnM/TyGicFdwvA8jRr8bjYaOHz+ubrer+fn5zO50zCcK0terR48r9oH3YUgdTHqECZDjcxa9uKhs4VOeTT+9cj8uX3Svl/7h+RPKhk4eescpAajAi81mU5JSnQTjhn/osxcmttvtVHcxMDCgsbExHTt2TDMzM6mWgrE4GPKCPL73UL7vn+DzgCwDDonYEQ3weXJQix6LUT//XS6XU4GnR/tc96MvYj2FOx4YOdcLhOd9+VY/PvCxMn8us/0iTh7FJUVWKBTSme9E/AqFgtbX1zNeu+8uyDjdXnmErde7UX/FqoGjR4/q+vXrWltb08rKSqrvwOFxuT4oWnagkY7odnV1VUtLS6mCFOZxL89fyGSSY3TPFIHr9W5sE+ml+B56ix40oZJ2e2+tqu/6wj0IdvwfFD46OpoYLwp1DMdHRen9o2FAY0ilXwipULiRhyEU6u9zhO3vxeB6WMiVIvQBxTuN47Nc6TnydWMNPTx/Qt/dG+d+QsnuVQCKnJeit+Gnj3W7N4q6RkdHtbS0pK2trXRsJJ70+vp6pnLbvWifd/gNXnEvjz7F3JAbeK/8RIl5pMKbj4d+eu7R55/cOJEI5iPy1c0UTxRyroW+8Al0KZfLGhkZSTRbWVlJYE5Shn+JqPx/7Z1rbKzXVf6f8e3Y4xl7fD/3c3JyOFBolKoCiQ8ItVxDgYZKDaVVEUFRPkStqihCFBCiQQihFgEtAqVtQklKSVFFJSQ+IKoi0lIJtakCQWqa9nA7uZyb7RnbM76cY3vm/8H6bT/v8h7bubQJf82SLM/lnffdl7XX5Vlrr03bukGi/GdMoyKgnShJ5or2erggR1FBo3zI9MfIJ/RGG9rt3SqJ/N49e9ZONDzhP/ZNUzthZWUlISJ+j5zMc0XEGiiVSsn49KQh7xvtcWOQdjlvuyx16NY9VB9nZLTPp89fHOtuRDt5FuOMTGbepd1SmTzDERs3nN1z9ToPrlucR3Jy13mfcXFZ6woaI8t5l1Cch6xc8bp8cH3kqCoyxvdHc1Y9qCI7WiIqtp+Clg5Q0uD029vbaT8rVcewNN1y7wbTra2t7VnkPgjuiUQPNsLKLIKcJ+vKxRePM7tDKdEiZYFEmKzb2HibfVG4tcd9YyafW+ueIOVeTVSuLAS8OIdYeE0M1IVsnJPcZ4x5ZEwf19h+mBoInzjz6upqMhJ8TPiPIEGA+RnRjNv4+LjGxsZSYQ4SxbBCl5eXC1BfVB5uXbNH2ZWutOvR+4KO4+PehAsLR3QcLiOcwxh5v5mrmAsQKQoiPttPgEKsDbx9EALmZnt7W6Ojo6kGeUR8WD+ev+E84MopjpkjXi5U+Zz7e+UqX69xrULIFyBuoPuBgYHCSUJuHG9vbxcM1WhwezZ1lFsoZ7w8js31RMUIu3pb3ZuFJ7a3tzU+Pq7jx49rbW1NKysrBU/QDQlvhysI7s1nvrfXFSbPhgdYn1E5HZav4B2MHubaYe6VlZU9BxO5jHYljWLDWHXl7fFtaXe9sK3Td1TQfqec4YHxEtvvhhHKutPZyQXKGc2uU3IyEb6ZnJxMxjAGDB442ezRIcjJZ+hAuPv7v//7dfnyZQ0PD+vEiRNJsBHLBbrtNkg+kDnhD8UG0wmEuUNu0TPxRRifGQUKMQO38t2ygyLMjQLhni6gomXki98ZLhooDrvG5C+SfFiEjIOkVBTBY1YwHEojJ+yccgzXTfB4290DGhoaUrVaTdDe4uKiVlZWUvwOZeaWaalUSjEahBjKd2hoKGV7j4yM6NZbb1VfX58uXbqkzc1NVatVDQ8PJ4t0c3NTMzMzmpqaSvdgzoj58qxSqVQooYrBw3gxjh4S8VKAzi8IYeas09nNrK5UKoX7eIlaDDPqgbtS8nXhvMy8Op/FOCvehrRbvhdBgzGwtramS5cu6erVqykWTtzf+TJu24rGaBQo0ZPkfvAgW74Q9AhhRzM8nukhCF+zeNAk98BbnGpGApgbw658Hf1h3EhYot/MFTXlT58+rXK5rGvXrmlpaUlLS0tJ8efWBs/CYBsZGdHGxkZCLMbGxnTmzBlduXIlnYTkPODhPdYy/YwKD2SC16583JN2xRfRF3gph9o5+hiNz+gsEVv2kFJES5vNZoo/4+ThddInj/d7GA0ecB70sY/jH40mb6evKzckPPyBEcHY0K843qw9xntwcFATExOamZlJiYiSUuVCwhGOMET+ydGhjqrEekPYARswuMBY/vBoKURiYA5SIrETLgCi0o6/j7/z976Ac4aDK36fiCiouC72Nz5b2lvbW9pb6pR7O5PHMaC90UPPeTc+RrGfcexcmHlbvO1uHHiSGF4GWbHEpclncEOA0AL/PSnj+vXrGh4eTqcx1Wq1dJQlC3V4eDgJdrLD2c/si90TadguhbEVhZrPiSexQPQ53pvfo3T6+3cOK/F4qCMKngm+n/XM+EfF7PPvyk5SypbHcyLGX6vVVK/XtbCwkM5qhx/c0PPEQdoWcx3gAZ7vbXWKMXaEmMPMvkshjiWGoD97a2v3rG7GhTknrukKP7bL1yEGm+eB8HxvPzyKFxTh8bjeUNJAtwjma9euqVwua3p6OtVk8F0S3ga8OhwgFIY7FM63bixKe89FcD7y66KM8rHy+XZFxzUun3z/fVxztBVDGG/b80ncASN8SZ/c48a5ikZS7Jcrd//O1zzXucfu+QwxDOb38PVMewYHB1WpVDQ7O6vJyUn19+9U/fOdHb69s9s85OhAJb2wsJDc842NjZQdyokhnkIfFQb/c4t5P5gip+xySo975wRe7r17zmwB8D2FURjF5/p33n5fZDAlv3Mhm5tsGN/bh5Wcs7hyYxkn2w2JboJkv/HNjV/0uEEAvFA81yCQq9VqSsyIgshjaCiOSqWi9fV1Pf/88zp69KiOHTumcrmsiYkJtVotLS0tFVCG7e2dOrgUN3DB6lCixwVLpVLK5pd2LXiudw/ahTqL0eeLvjhkzNjQDk+4Q6DFbW+R4ny695dT7Iw78+BwPqgGXmyE+F2wx3Xn37vx5uhU5AvmwbON+Q2fR4+20+mk2sj9/f1JSLNWPbmRMWMM2dPKuPf39xfijs7jbnhMTk4W+kHikhuUKFHn1SjXuilp+B6ESNrdPVKpVFSpVAoOUE7+EcvEAIlyBRnmnpxvZ4pxXJ4f2+vzGpEdDylhIOC4eOY5CtSNCUItIFt+Yh9/Ht9nTgmdoWw9+9sNbHccnFejbEYuRGjfr/ccKzdKfMtdXB/0lf5PT09rZmYmJQRT0Iksf5T0Qboq0oFK+sqVKykhCMVMLCjGS6LAcZgTynl63RrdTYH4NbnFklNeXOMxI/qSa5tPaE6QRkgytsGtPY9t8BtXVDlvOieUu01mt/Hp9vucp9zNmovIgfcpZtb6PVhcLKwIQ3riCftTx8fHNTExocuXL+u5557TwMCApqamVK1WVa1WUxwPKBsFuLq6qrGxsbTA8BxcUUTl6sk0se2MTfR8ERBuCDAWcdwZAzwmxtJj4zmhkuMDxqxb7NCVIQqBBKfBwcEE0+IdOA/SDy844/2PBmS3vvpvGbeoEBzOdSSM8XQlTizVFTbxVke1uJ45AmWJHqaPpW/vQeFzP4wYdhKMj48X8hByxgl9hvC+kZd+ilqn09H09LSuXLmSEgxjnNR5w4sCuWLc2tpKh9EwXjyL97EYS273CBTnwnkNA6Eb73kCJ7/3LYfMjyeQ+jhxDehc1BeOJMQ259ZuvNbj2h7m8vszNp53AmLmOQ+x35ubm+nwkampKU1OTmpgYEDNZlNra2upOA581W0c9/OmD1TSnc7u9hTihdzQtzPEDO+c4uomCOPv3GqP1/r73Oso/GI8sdPpJCvHE8iiseCQYq7tzmwoovjdQUaKb2GL4xUt2uitxL5Hg8YFSjRWInUbv25jKu3ugwXmIVEHw6NU2jmmrd1uF+IzPM+tVI/fUjTn8uXLWlhYSNXIqtVqoe8sOrwRjAIWU1QGCGm8Ibf+WZg+Zwgq32YVYTY3vPiNe4iMHV64C5yc8ZOby6jo4rwxJuzH9frD9MeLyvgzoqGZm/PYxv14OvY5fo6QYg0imFE6bvh7xrejID42kbeBXfczfuk3XprLB38m/EyhHTcqfCyY8xjbJZmKe+L1bm5u6ty5cym58vr160mAOz+hODj9DZkFH1H6FR5GKXsBFudR+u0eIN9H+cvnzFVfX186sc4pKlwMKZSbQ9nudSN3uYePbURhfG3lwn++vlwpO5+CMIA0eY6HJ7F5YqmXCmarFv2j3Z3OTmW+8fFxzc3N6ezZs6rVamo2m2o2mylPgqMpc/C5j183OvR50u32TklIP9yBLEKfBKibF+wLvJtC8OtyXlzuPrl7xIXNoup0Oqk0HGVLu0GQOS/R7x2ZOv4+ZyERd4nVuxzO4joWlz9zv7GI0Du/i4q62738nt4O2gbTAz9xSIHDqSjJ/ebZYzvAg+vr65qenk4ZsGR9kyxEaMI9BT9NChic8drc3K2v7UII5UuczPnEhYrDxjnEwPvlizcaWD43EVFxDw9h0y3zm3nw+wMZrq2tFbaYSMUyjJ5U6PyRW1sH8cNBv4vJdpBDnG7wuJHK5z7GnpjqWcw8h/nime5Nu2HgROIi+SYYOnjtxPc5khE5F9dSHBsf1wibbmxspOz08fFx1Wq1dFqZ8wpGJMlyKGlCN6VSKXlvxGtRfI5gxHh/bG9Otvpa8VgyYxznBv71MIqjTDn+iXwSFXrUI95Ol0PdDIycUxINcRBV+Ii8Bm8vvx0YGCjsFGAdkndy5MiRVON9c3PnXAKcL+Y+ZyQflg6tpKWdzFEmrVarJUbsdDoaHx+XpHRwRs7a9oH2huYs8fgbXkcIi+/cAqrVapKKwlUq7velyAonMVUqlYK3Fpkq5yXE/kTieyxLFgCb2xlPHye/zoWPtJvwwoET7l3HNjiz57y1bkI3t5j83sSECRWMjo4WkrXIsq7X67p69ar6+naLGMTnAWVube2cMb24uKi5uTmNjY3pDW94QwpJsNWPZ6GceI9AZQ4ZVxaHbxXzRTs6OloQQrTNE1rgFfdMo+Hnrz1+xbOA/fESXCn7XMd7+NjzPyZTdTqdlHnse3i9rKTvm3aPJBp/Obg18okbeXwf14YbOK6AmQNPvPFwBALTE7oc5nWlzLO9GiHPAyVB8fpaQQFSm8BlB3NNHBnjB296dHRUjUajYJhH8rXscWMSiChixFad+fl5LS0tpXZDnjDFs1w2eDljP0XN58vnGX6OhpOPSy7s4s6Hjz/XEzr0OhfMg8+9y174e3t7u5Af4kqfZ+ecPNoSFXhuDCD4yo3EyP+55/E969LHiTVFoZrh4eG0vQ6+Y+3FEEJOf3WjA5W0W08sHh7uFioWYkyU8YHMKeE4GE455ZK73geZLS4I6dxEuMDY2tpK5zv7iUgOY8UFFD0S/99tknmub8kgQSLHMHEMUR7uEeUEaTdl6wo9Z4Ts91n0BHkPL8Q2+fjGheQ84QzsPIUxQtxQ2i1a754P840gLJV2jmrEemVx+X5d5o/ngQzFhYJ3Tt/cWEJR5rJM/R4OF7qQpS3RWHUv2ecwLu74noIJLtzwtPy6aLjl5tspx0NRwEfqpqC5fzRyu8X1vY25MINngTPPrGdklbfZeQCecE/KFUS73U7b2FAoHNvrMGy3UIQ7FF7He319PW3LGh4e1vj4eJJVGApRSbkh52sv1hSHd9wxiN4i6JNDzXHuXU6wvvnOEw77+vrS1iwSo1xOEGahPW6wOCIUQ420m7WN8eXtyylo550cglUq7W7B9JCYVwSM64N+epEVvkPuHTlyRLVaLTmphDEIMXWDuXPythsdqKQdegPycQ9F2lmM7Hljr6oryG6NiYu+m/fn18drvcNYO3jznHTiQiMyI5MFoznkkfNOI+WEVmynW+lMok+cL0SeGz2onLETn+vjkXsd29VtbHNEP9irOjo6qlJp90i36Nn7GOfuz7g7PMt7T+JwAeRlIBFaCB3i++xxBX53YYDCzcHfPC/yH31wwcl7F6w+l/yOxR9hwty8Qc6jfr9cKIVncz41v8FQxYCJMT54IrYnojo+9z5WOQ8mGsxxbEulUhLSCP6IEtFf2ouSj16IKx8SjeJ6dgiWNjtk7duJouGDkYynBI87JBt5HfIQFfKInAuO+t3Y2FC5XE5/8b6SEvwKv+IgMY+eK+HrAc+aZzIWKClJhfBBN/mV61eEv71ioBtSbqQwh7SHvmMo+Xx6jkpfX18qx+oOUkRSIOcRL+PpCAzyA2QNHtvc3EzHVLqu8HFxL9rRLvZGj46OFlAxdEq3cspx7PejA5W0w3turdJgX6zlcnlPTLAbFOzEvYgb8CxPGNlP0bsg9WPAfMD4vXtNfk8G1TO+vW8uUHKwhRsL0fBAYLOp3fei5n7vbXeBQL9ylmSc/P2EZhSwuUWZMwYc6kaAxOu9DzH+yvOcPCELgeNekFvOni3Nd8B+KysraRvXyMhI2uLic+7wH0LBBQB9dEvZ91FCUWFGJe+Qs8+/e8w+Lm7x+3jGsfP3LigRBO4xOrxO4otvk4vGVKQcT3hbc+3KGWe8x5Oin67wHaHx2KGPd1TWrnx5Nv1mrXC/GCPvxvOMHzKMoja+/Yr33cYotol2e3ulHSVbrVY1PT2doHVvh0OlMZGJMaSNrAfff+/b7dxT9Ozp3FzGzxyBgrifK1V+Gw1MxoDx8xg693Bky2UcRpi3J8dj8AX3YDeFowesC5Q08skdDXcIIu96qAx+ZBvq5ORkMoi5j1dSzCUwvhQ6UElHoemTERcXNW/xSuNi7bbonSGAcbBWHNb1Tnob3DNwIeneToSmojfV6XQSxEVJN09+ioMcFaS0tyKUtOsNrq+vpz1z7j36uHRTrNFTyAma+J3/eQZtToDmBHYUQDC4b11xKBlmzo1LnDd/73kDMDfJMownC4sqd2SRM74o6VarpcHBQR07dkyVSiWdMha9aeYK5ITv+Nz7wjPinEh748fMnQtL7sV9vO8Qgjhn0HZb0Dy71WoVjGb3TiSlWgbtdjtlmbqxEA3K3LOdL53Hcm2NfE3IQCp6yzFcE8cr57X6vfx+0ehk/bnijhA8Y+Tz5/fBqIhrme2nXO9OjI+R39MVpuc3DA8Pa3Z2Nhm80btHecSkMEeDvPAHz3cejsaBX+dtjfPmYxHDPNHQp02uE+IcOYrV19dXyBSn725MeG5C5FE38hgndnn4vmYg+eHh4VRG1rdXMa7+G+7rr3MGQalUSmVAx8bG1Ol0kgMGagJiGnWY66bD0KESx5wpXBiQsOCWCfCjwxKuMOi8T6K/x1uj0wdZ/REqdur2PB8ct85v3LihZrMpSSlZKU4Q94vwWLfnM2EU6PcECs9qzCljFwI+ji7kcmPr80UWNr/PGT2xzcyxf8a8MOducTKG8d45T8OJBQZjEwNk0d64cSOdj9tut5NV3N/fv6d4ysDATolRagjXajVNTk5qaWmpUKLUxxjr3oWLex6e8BeFxX5jl+MXvve+u9A66J7xM0mF84/xkryQirR7Whh9bDabBZ7PKWJvo//PXZczxDC23YihfXhJxJWjgeuGt8sR53eIOYl9ifkDDve74ooJg3FdxzKYIEg80xU0aySOJ2E3DhlyGHRiYkJTU1Oq1WqpTCjxWHgRQwEex+hCPnr7PJOd57tMHh0dTdsUPZzg7XXEJ/Kc97Ovry/B1pL2tJNn52SWGyQ+/owv+7tJKnND1x0xDO1Wq1XI64n3Z51Q8z3yNnHpmzdvFqqa+a4Tl8kknVYqFd12223q7+/X9evXtbCwoOXl5ZQU7KemdTN4/bNudOijKjudTmFfIZMgqeDdAK/h/kfr2n/nDOUNdmsYil5GVN5QFB5xUKLCdq+QiULw+XYz7plLFvIJj89rNptqNBqFJAqu8cSomAQTLV0Wh1cv8oXjBkVU1J6ZvJ8xE9/znzkdGRlJBRO4HwvCUY8czM31EV526DlCX8CNCC4sa78/fDEyMpIWbb1el7RzhnKn09H169cLlj4xL0mFAw1YnPTD8xk8Ps68OF94X11Y0B/3JHw+c0rRP6PvcW7IFs5Be75+3BtjnXYTwjlh0s2gy33OZzzL4T/4wgW2K0YX6MwFChbjzXmea5BL0fCI6zCuATfOvM8oGdqFoub+KJCNjY09vBzHxfsH/Mk8sQd7aGhIx44dKxxryjqB90E/nP99DFyG4eWjzOkTBlzk2ZwB1m2OfeyZZzx8Qhn+O+bDPWPyWXJnsfv9MESi4eRyzvVH9N4JSzhaglcdY/uOvHJPwqbkUdAf5mF0dFTHjh3TyZMnCzlNGA149t2SS/czjiO9pH3SftYqlgoNAXIga5HJyp1E443yicTqRKgc5PHFDsMIbiVHz1TanUQ/aKNU2qlJfvTo0VQxptFoqK9v55AAtpxJu+X6yFTEsmNyEQrr6+uq1+tJkJA9znhhiToTOAMyNggGFAWlC11J+3i4xSrtJpl4QREfQ+YqEoKVI/bK5XKKrUu7W9q8LKi0a0BEoZ8LB9BvhJMnWiB04j5Q7uGLd2xsTEeOHNHy8rLW19d17dq1dBrN8vJy2tPPwRaEMoClaKN7zeVyOT3bhRCKnj46soCwof0Oyfn1PvbOQzminyhcyg3Ca0NDQ+nUMASc7yv3OK0jClHg5fgg8kj07KPAYW5RnBFe921heKUeS+a3Pg+udD0MEmHW2LboBPjY896ROH5LiVLim6zRTmc3Drm6urqHj/3Z8TVKmsRHTpUaHBzUqVOnND8/nxIA3TBDNvA7V7wRMqW/GDe+jYtEwjiuubns9jl98XHD88VYlHZRkegQIZ+9XR5ucsOVNRV5LyKYOeWG7uA71g2wthtjtNfzDiQldI95dwWNPrjttts0PT2t69evq9VqqdlspjrdftpVzhDydr8qnjSE1+QHGbiScYXHQCDQXBnHhe3WUIT/DrLu4+vt7e3sIqf9bo17rJAJ8CxET3Tx53Of6MmjVPyoRhja995GmM6RCfrgC9Wvx9uM48w1XoKym0cbxy7HMNGLRui6gHDllTMYcs92b5LvGU/nExb/+vq61tfXk7IcHR1NJUHjgkUYYTiyn/zIkSOF2DTWs/NFtMjpd/SWuiE8riQ8l4G1EnnFyccsjg+fESrBWvdnjI6OpvNr8aRd2GHcYeiggPYTyNEIZO6jYujGQ8CscUvm1tZWQtqcjx1RAknhNx6D7GZ4+3U5AR/b7X11ge3OBHArfWi3d+L6wKue4BaFsSszjBU/YQwIdmhoKEHe5Bf4aW54gZz2hdHg6xFy7xD+JY8j5kNEBep99zn0+c3JX1A1PEfPgs/lqCBfuRfOUsx7inIjx5MOrzs65n1l7XmyG7I4IsJkqWPEe6gGx48tV8ePH9fZs2fV19eXklYxvNhy5yid9yP+3082SIdU0tFjIM5KvMuVEVacL7ocVB3vz3/P7vZ75Cxh/717kG4d+zP5vVujTDLGBFt3YDomLLY5F6N0qNa9Yqko3H1TPfdCOMEkDktFARYNGme42Ka48OJ4xDn26xgbhJUbUFzLEXbMV4x1+fNyz2UBOUQs7QiaSqWizc1NLS0tSVKCyfCG49iDerB/c2trSysrKxofH0/wK56Gx7W9/7TdC6DkYE34Kxd3437MlxsycTw8mzxewz1v3ryZkuA6nY5GRkbSTor19fW0lcfhTIe78VgZUwwWCnp4m3L842suJ0ziGKKEEMjupXvCn8O2rgg9HOZ8gSHt73muG1relpysiUYMY8M6JAZJO+Fp+MnrP+fGJo6Z51fwmuqNJB5NTU2l+gmMmyc5Oq/yDNrkfUf+oqA9J4HxjWEXnx83OqN8yHm2eNPlcjkhbDn+gc8Zu06nk5BI2uzIU5SBOWMQ+USeSkRYIO4b+dHlGc9ljGJCobQjk8rlsmZmZnT27Nm008Q9dbakuTOVcyp9PPdT0NIhlTQDDONRrQuYrb+/v1DZh+B8TqjTqJzSRTgST4henXcuZ9VFK8UFKINYrVaTZ+hek6RU+xiYA2aOyUTuGbmF6bFHvkcpUOyFRQOTRgaKwiUmvEhKQpdF4l5YNGIis0em8c9znkaMa3mWrFubPtce24Xia2+nL04XIu12WyMjI6kGLokvHjZwIU4bq9WqOp3dIh+l0k4dccacMeyW7R6REn/t/fBtPlCMmbPwHdKOBl43qJlnAMl7bJGxQ3AAZTJv3N+hd4RapVJJYYqcQcU9fDz4bD8Dm7kHUXKjme/cEHLj2pP4GEe+i4LbeT9nbOZe+7igGGiT98G9QIhrWKNQXDdx3UVFjXNDjW3yMAYHBzUzM6Pl5eUUxsBjJmQBQuaIDbIYRY0y7u/vT/A2YxjzIlw2+hiynn2t81xpbxUz+N1PR3QkkGdgXDmiCF86ihZr6zPOuTmFn90gjgZvRHNzyjPKI3c66Sso3uzsrE6dOqVjx44low10hT93XJyioZHjmxwdSkk7jESnqH3tcV2gHN+EH6G73GDTAfdyfNBjB6LH4ovPGdAXI0zjBehhFqAkvBa3OPkt2YueJBX7kVPS9GdoaCgJU/rLf5igr68vKZHofcHojCvjkhN6cdLde4gefjR2cosgMqy0e7ave0ben1KpVIC1nA/oQ1wYxLu9rjJKqV6vp0SbarWathPRF9rX399f2MKFpcu8AzkCseUsZuYbnnGjj/bHPnuYhWtYD65Y9iP3ThgXvGWeTz/oM3vCmScMBzdOaQvziYLwde19zxnHPj7OV87HKI1Op1OQC85P3j8MZ+YtGtdu2Ph6zhk43mfnaVdo3m7nP54ZDUSuxctrtVqF/vta2i+05IaIOwIo7f7+naMzp6enU91nruWeeNJRSXvtevrh6xYlHvcg0y/u704In/M876uHOj3GTGw5epfwGI4RBVU8dwJUKyZauYyLcxmhavoMrxO/dx2EzIoJu+70xW1w/I2OjmpmZkZnzpzR6dOnNTQ0pJWVFdXrdS0tLaVsbowsD6flqJuxm6NDKemc54WFT8avfw5clLMyozJw4c2ERmXnHeE+LgC4BmZxD80Xnws4hDMZ3NJeCJt7MLlA1DAp/YEp3OrHikUA0TYMELw7adeaZBsRCyn23b0iNyRgMh/LqADjd7n5jYKM9/SZtpNQ4wUyGD+u97nOMWuMp3EdSppKTPx2dXVVV65c0fHjx1UulzU6OqqlpaU9Xg/jRLH7drtdONIPQwgYOAcjIoxcSLrFDu94TNLhMucbFKukQjU7/11uzOm3Z7l7HXNia0DfjHt/f3+C9EqlUkpwhCdBcoaHh5Py8LXabd5cQO43r/QJYR/DNq5oPCwVBa97/j42bpS6ZxhljbfPjVQEt28b5S/nQfFMUJlI3o6c/KBvXnDGvfh2u62ZmRmNj4/rwoULqlarqtVqunTpkhYWFlKCGg7E5uZmUuwDAwNaW1tLBX38uEoO73GF6eMRE9BoJ7wRvUBJCcr140JR0iMjIynXAFifnQR9fTtnaHv7mGuS6GLVtCgbujl8OC/OtxSH8VKlktRqtTQ/P1/gS+bJt7/53Eg7+QBveMMbdNttt+nEiROSpEuXLuny5cuq1+t67rnntLy8rGazmQ2N5taRf7afMpdeQuJYZD5JhYlwT5rEB4eFuzUqLiQ8gRyTOFOx4LzTJBuhSKL1ODw8nJhdKm4hcNjU4UcWIUoai9jhWZ8YoCYObwCm5DtnQDb0E6fiWVh60UvhtySu7CfcIIduI3N0mwvu5YYQKAJJEcw1nr/Ph6QDLUmuYa65n0NfURBfvnxZ29vbmpqaKmzzoZ/eBzzu7e3ttPd9dHRU5XI5ZaM7qhEVZLvdTsfNMca+39jj9L42ojBkHbgx2G1cuI/3xQ2h6MkjnLnWEzglpXj+jRs3Upvb7XaK4ZFwE3kjCkhXfnEtx2t4foSRoxHpylbazeiORgDGhfMC93S+j/IpKkO8NuYBfo7j5VAp9yRj11GXSO4U5OQdfO5hi1arpb6+PtXr9ZTsNTU1leaYJNSY7Eo7UHaeMU1fMHa9TznlFOUIY+T3gtwAJZzR19dXWEe0x8c/8og7Ya7wI/oa+UcqoleOrkTHIM498oJTx+AH50MPdXhosVwu6+TJk5qbm1OpVNLi4qIWFha0uLioRqNRqIGxH3VbV/SnGx1KSSMkyuVymlgGGybKbRKP3lLOwnXB5UzjQt4XuU+M76dzGBZyjwcFu7y8nCw+JhI4muu87VihzWZzT5IPz1xZWUnetFcpQmFj7fmCQsFhAJAdiOcANI1yoL2eVc+4IAAwRpgbFjfjGKHBaED5GDtUxNix6Pv7+xPEyrYDEIAYQ4xzH4k58oMIGo1GSqqh7N7w8LC+9a1vqV6vq6+vT7VaTTMzM+p0OoXTxEAkfB8mxkWz2UxzLylVN8sl+jGmGxsbBWGBsTc6Opr4wY1Rh9EQqPspNjcKYwgAvsPCJ941NjamarWavGJgWPe+2RLCfIEoLC4uJsEKkoAXk2tnVNw5BMR5ioNQWDt+37iGWW8uF5i/mKHrbXGPN2YF87pUKqW5JrEOb4+1SMiu0Wik3RjSbiLnxsZG4djBg6jbPLoj4btHqHDYarU0MDCgWq2mkZERzc7Opvs1m80U4/Rqf/AXcLG3GZ4nPgzP4qRwb4f3fVsUYxT5wLOokUXIPObbQ3L+W/5cPtBeeMrrk+Mdu5MQyeW+zwH34z48j7AXCrmvry8ZTShozzvA86/Vamlr7tLSkq5evZpgbvIIYhXJKP8iuUx51TxprPqcVc2iYRLj76IHl4OqvVM5S9StKx9UBj923hUZnhne6ubmpkZGRtIiZ9LY7+fxDASc3889nXa7nQwVFGipVFKz2SzEa6JA6u/vT1CkW+p40O7heBINCyImKPF9N2b28YleY5wfvncl5NCPw/ZeHzh6z91eR8KTBs5rtVpaXV1Nwp75p28YLF6gwZGQGzduJCOOowHb7XaC1hBCCDDfatFNUUXl6WMdjRHGxePA0UPYT9G5MMM7BmHxxMMIu7MWV1dXk+FYqVTSd0NDQwnG96ImrkSi0datnTn4EeXvPO7CmXa4EuNe0aN2jzQaTxFl4rXfl7ZQt2F8fDyNXX//ToWoxcXFVBXK53F7eyfDu9lsJlTwsBTXEp/5enM+HBoaSkgPvDIyMqLjx49rcHBQ//Vf/5WgW/cWGQNklTsckgqKxvnGecX7zD3ci/Y15TISuTg4OJi2qrJ9jDwPEB4fA0dOWCMoaV/L7nxBOSOJNrmBjqx2XnHjwvNVHFHt7+9PCCHIFwr6xIkTmp6e1sbGhubn5xPvoKSjgvZxjXqOz5x/D6KXtE8ar8BjSe7RYfG7tbRfI+JCdBhRKm6K9+eiXIkj0fG4gGM7ec0Ewby8Rvgz+cA2Ds/QHleQ7kX6Z9G7ok/83bx5M+2xwwN3oUSfUDZ+eAgLyRUjzM7rCAf69REizMHTEbrz/Yx4vWza75bkx3js54m4Z4BRRQzQIXQWHPFqPz/Z553+oDCq1WryShwSZrtWLqEOyi0olKfHIX0s6Q/enCuenBEViTl2T4c94HgGHkt3Y5T9t+12O3lOHh7CYGT+fJ4d+ox8G8l5AX7E8GGMGTNHVtzb9DGN1/s1keKceJs91kp8FeSDk9tWV1d16dIlra2tZefl5s2bL0tBe/sdNYheFR4kiomSocRzkYNzc3OanZ1NvOv745lPdz68vrcbiL5vGoQpIjgoXnd+4phzbxwE5CdywI99jA6Nr38+J0HO2+jOR3QkXPE5T7lCj9c6OTSOE8Tz0AvwMpncZ8+e1blz57S+vq4rV67o2rVrajQaBZj7MCgLbYsGfe7zSC9JSXPDKLSYQDyTnMDLMau0e05wtVpNW2xYJPPz8wUIypWN35dB9oWKkERwROsKJUm8TtpVAtzPPd8cs0FRwUXryePXXE8CiFuSZDlGZADr2CHtqNBpP0kbXO8eJ7AvYwP5nPHMuFB9IePx+tGDOU+MMfB7dyO8BbxqxsaVHF48wgiozxEc79fAwEDadscziOdzb/oW41q5xeT9cUXEGHIdY0J1Iu7tY+tKKkKDDr/D8yRo8r3/3ms4Iyw9xAMvMIflcjmNKwhGNIhdYMexoF3ck3tJKtwrrgOPJ8b4Y85jdj6MQrib98x7F/r0H8/t+vXracxySAwH4bxUBe1z6P9z/AOPl0qlVOEMx2Nra0tjY2Mql8uam5tL7Ww0GqnaIHOAbPPKWHzOWDCXuW2n0RDKKWi/xr1oQiU4EeycAAb3cE9MqGIMWNf8eeY1PNYN0WE83RlyI4nvXP5gQLus8nAKaMLU1JTOnz+v8+fPa3JyUi+88EKKRdfr9T1x6GhEdNN/3eTLfrz2kpU0HYWpKZE5Pz//cm6VFsu1a9cOdX2pVNLk5KSkvXCqTxbQDMoJpokxME5CgoHZQ0q79stY9tc+6Ch7L3nngprfAq+4IqaPLlxgJGcu/849eAQTkChGEHAOHpOkwkKKVrUzDu1HmHksKpfNGC3gbh62U6ezk0H77W9/e9/r9qP+/n6dPXtW0u6xlyMjIxobGysIYkrP8hv+R0OjW/w1t7ARim6NA5k5X0ajD0IwYbz59wgylGqM2QJdI/glFZQwfcGIZo7Zc+4KjJDW+Ph4AVZ3/mAdcU83LH1/qHu0zhO5vIluxp3/3tEFKKIUbgCByDBezWZTKysrWlxcTGuCa7nv1tZWUoSvhLz9OWMDo7TT6aQEMtYmEPLMzIxOnjyZqobxO59TyJO6YtIXXiKhPLxgcjNQhjybz6IBBLniR1mjqOEjr7oYE8ggxp84uOcJuYFBH/z53Qw6xsJ502vIe/0Ll98eu69UKrr11lt1/vx5zczMaHNzU41Go7DdChnSzRDjsyhDcsjcQfSylPRrSdEyyilNaWcwmBwXkO4RSrvFSWBukr2AYmAUPHKHWvxZfm/fbuVJab6QWGB4K77VRNqJ/W5vbxcg2txzneiXW6SeuOTJQigOj3XFhch/j6cjtOO2jihg/fUrFXiHpWhI3bhxIx28MTIyosnJyTRHvsh8bFiw9J1xiovQs9FdiXhCD9Clw+K89+dEpeJeHAIV/iDW5x5wDLeQIOXCl/ninjn4E77f3NzU2NhYMlj9GEAUiKNCMdTjqAL/ozcG8Vu/3sfb3yPUPfTkRgfPd/ifcURYc/iBx+p9Xb4U+PIg4t4558CNghdffFHLy8taWlpKJzVVq1XV63VduHAhVSQ7evSo6vW6XnzxRdXrda2urhYUqCdxkcnPn++CIFZfrVZTXJnwksPkjC9jzxqJDgS8xJbF7e1tlcvlQplazy9xJS+pkBjrcLvLJJc7HtbjebTHjRz43vMwiOFLKhg7pVJJs7OzOn78uN785jfr2LFjkpQSxZ599lnV63UtLy+nhDw36H3OnSLK69+7578fz70mSvotb3mL/vRP/1SnTp3S9va2vvzlL+v973+/Ll++LEm66667dP/99+tNb3qTvva1r+mtb31r4ffU/d0PHnM4jtfSbqwSL8EtUoRVrG8sKR3xFrOrEUoe/3E4GiXHe99ribcDk3M/mI5s72g1S3krDCEwODiYhBAnepGQggfvHnpM9nNLM0Kz3sZuMH+EOV9NGhoa0kMPPaR3vvOdWltb00c+8hH9yZ/8yZ42SErFIm7evFk4pg7FR2a6pBS/HBgYSEopR+4J5WDMCBvHdjG2KG6u5zvijpDnTcALXpEKvuM37KUmIQ4+9azm6KXiUXE+7tbWlq5du6bFxcXCedSO5nQzHJ1vopcBWuHv3aNx4exeFMYn69vDV6wbxt4NINAN0Ak3xn2MmQc8wO8E39IWX0uQn7wXZcb169eT8kRRcw+O8mXs3ACMuy0ciUABM5fUnI5JaBhEyC3GF8WL4YaBh1fMmObmHMoZrK54mWd+R74FeQKjo6NpPbgy5j/t8mx6Mt8ZB37L+jh9+rQuXLigkydPqlQqqdFoaGFhQfPz8ykGfVChkpxHnXvvuseNzhy9Jkr6mWee0U//9E/rypUrGhoa0u/93u/poYce0p133ilJqtfr+uhHP6rv+77v04/92I/t+b17hDCPQ2gwsVcW4z1JRO4NeBb29vZ2ygj1AwJQ/CTjIOg7nY5qtVoBdkPxwXgIOqmowPiOeCMMffPmTS0sLEjaPdcawYJn48qA/yhj31cK9M0iwkjBYob8FJvoycDw1It2CClC207dFN0roQcffFDf8z3fozNnzujo0aP653/+Zz3zzDP6x3/8x8L48prCD+12Ox2Th4e4ubmp//mf/0loBUVUarVaKkVK36JF7HwWPUk+j4KJ8UFAOILS6XS0uLiYPDmU1NTUlG7evKnl5WWVy+UEd5fL5WTc1Wq11D48BkIpDgXjBaGw8MrdeyyVdvI4Tp8+nXIYmEeex5YgqaiUfZ3RJzcQ4TtPjIueRPSe+HPUww3yyGNcA8LgsKkX0XBji2x479erTd6XyEsYZ9HwxStuNpsaGhrShQsXdObMmSTU6/V6IbnN54GcGw+PRCWBw+DoCMYc17tx5mODQ0PlNIfZeV4M76GQPByJU4TC9Wcwd7QBXsQogFDEXrgFHvMqb7TFlSIKular6cKFCzp//rw6nY4ajYbm5+fTfuhYSSwibC/FsIuw/EHIzYFK+td+7df0wz/8w3rnO9+ZPvvYxz6mTqej+++//9ANc7p+/Xrh/fb2ts6fP5/e/9M//ZMk6Z577sn+3rNUiYOgTNlP6AlGMA3vYWwYGkEZn4FVSCYs1h/3gpHxPtwzhRljFrpU3IKGhRi9WY/jxJiwb8uBPP7Hd3hrfObeP1Yv+4T99KzoEdNm7sGCi150NBginTt3Tk8++aR+4id+Qv/2b/+mY8eO6emnn9Zdd92lL33pS9m5jvQrv/Iruvvuu7W0tKSlpSU9/PDDuvvuu5OSRng4zEp7SORyCPL48eNaWlpK8DfjODo6qtXV1cKY+fhEdCOOhV/jsck4No5MoDxBWOAB3yoCCoRnubW1peXl5QRxe1jCjYLIc+wR7hZDxhuHh4mJugHhBH+4B+vjg4EL77qX72iN/yYKQYQ1/OtGZrzeeTenoFlv7IU+TDGKV0o+zv4Z88V2TPpaqVSScUPNgHZ7p0IZGep4wlEWMNYoMA/BMY7SbhIrHqXvcuF7yA0lKtbRh1arVeDbaKByf4f+ka8xgRHZ7Kd3+bOYP2Qx/cGLZu9zPDHOHR1pN9F2fHxcx44d0+nTp9VutwvKuV6vq9FoaG1tLZuX5OSIQQ5hjIjCYRS0dAgl/ZnPfEYPPvigxsfHtby8rP7+fv3SL/2SfuZnfkZ//ud/rve85z3Z3z333HO6/fbbu9731KlT+o//+A+NjY1pe3tb995774GNhbDSUED8R1m7cvbynFhWKFHPGMea9TiLWzzuOTHhzz//fGqPK2f+vPgAxLN4tsemPFGDReXtZ2GRkJGLcZB9Le0WcUGY01apyCDdLO0IV+aUcE55cf9I//3f/60PfvCD+sxnPqMf/MEf1F/+5V/qscce05e+9KVD8RJHxD399NPpu6efflq/8Au/UBgDt5Y3NzdVq9VS8RX3LDudTkqQwrtm7vA0Dypk4Z5PVBIR+srFr+BLQhDEzq9cuZLmHF6CZxBG3MsVF7wUBQDjQdybvf05gUPMHgVdLpfT7ovt7e20J5Y+xXgwa8v51k/ccmUYBVccMw9bYaj6s2Pbo8eK0eGGC+OytbWVQh6ujL6TxLPjeqPtJP8xf5VKRZVKRf39/YWDZo4dO6a5ubnUJy8K0ul0CkYU9yJ8hhfK/JPA5g6NZ38zx8hXnkPMGSWN1+4GJuPtaAyK2mPDLpt9br0GvOcksAURQwRl7G30Up/cg/WNo8VWqwsXLmhkZCQpaLZaddsLnXNC9vOq4zqLRv5+dKCSvnr1qr785S/rrrvu0iOPPKI77rhDCwsLeuqpp/TUU0/pfe9736EeFOn555/XxMSEJiYmdO+99+rZZ5899G/JUHQoh8lkMjzJAcHB8XBR2WDF5uBJt0A92UaS/vqv/3pPIgtMSnwHpSztxng8G9jjQW6G6gAAFC9JREFURg6XY2B48hGCH4va2+kwrMc9+V7SHqHs7YpJYywKz3r2mF8kV3y5zf3QI488op//+Z/XV7/6VXU6Hb397W+XJL3vfe87kJeIsy8vL6fPlpeX0xYrqejpYwx5Jqsbd/AF502TNEjCHlnTIC+xT1Gh7GfY+JhHww0BSinTSqWiz3/+8ynTFuMCHvD8CFdEUtHbcaJPeNAxK9/b7XA8AhBIlO1b7n153xyydS8Z5QqP5HIeHAKnLVzrvM/68fv4nDjSE9vnRiQHIhxWWL5a5Osuyhw3pDqdTuJt+kL/R0dHdcsttxQch/X19TSv7hl7DB+DyfMT4H1HFH3+YlIr8hdZR84EsLIXh3FjGX6KssmTu0B2UP7ISQ9xdDqdQrjS49B4z8xz5C1kK9t+5+bmdP78eZ05c0bNZlNLS0vJg15cXCzkrdBep2hkRvJxfDkKWjpkTPqxxx7Tfffdp0ceeUTvfe979Vd/9VeHfsCP/MiP6B/+4R8k7RQlf+Mb31j4vtFo6LHHHtPTTz+tEydOHMqiZXFKxfOHpWLN1giluRfpAo5Fn/N8WNjATcB+nhnoDMOzMR58z6pvaUEJegzFlSWMjKBm4TnE78T9XPA59ORQYfToWIguNPCivC4vFm83JS0Vj9TsRg8//LD+/u//Xvfee2/20IJuRPnLsbGxtOVvbGwsVWzycXOP1rfaMAYIqajkPL6GURDjcdFA8oWY+w5jIfd7abckKslthEAQVsB029s7lbBGRkYKipt7umJyONxjdr6vfT9yz7PT6aSTuKRd5AVjzBU0vOewOLzPWHo7fQ6YP/eEucbXphsk/MbHnPYzLg5T8j1JYt9tBQ3FEEOEQRnzRqNR2EkBr05MTOjEiRMF/uM3KC0QBF+beN3E632M3cD2+fA1Ah9SfIlcGnJeCN3h4SLrPJREH5G7zp8OhzMOEa1yxwYDwA0ERytc9rGGCR9MT0/r1ltv1S233KL+/n49//zzaR+0FyvhtL2XQzkU8rAwN3QoJf13f/d3euihh/QDP/AD+rmf+zn9+q//uiTpoYce0nvf+97sb1DIX/nKVwqeTrYRAwOam5vT2NiYGo3Gge1xRcz76D0Qb/AkBSrjMOkkzrhFBnEvYrUoZ87ghbnxMnwTviuynGLjtcM9MAKeOwsDJux0ds7pHhkZSecLu0B0WA/B6F6Ge+m0wQUFFrorcN671+KeWrRWcxnfkUZHR/XRj35UjzzyiB588EF9/vOfV6PROBQvLS0t6fLly7r99tv1xS9+UZJ0++236xvf+EbhevdUPDEL8nAHYw10xh/CYnR0NCnuyB85K9qNAycfU1+gXhqR06yYX5S0x+b8OfyRveyGZURJMCa7GVBRSbj1j6AkO7ZarSYecwHmfOQogBek8QzxqKCcnzqdzp51HhUbHpVvb4v9ob8RXqYm+mtJ3h/IwyTb29taWFhIEPf4+LharZZWVlZUq9VSNazZ2Vm98MILunLlihYWFrS8vKzl5eVk+PsOEg+VuNHO2kVWsd4pMkKteElJAaPAPGZOcuPa2pparVbqy/r6elKk8DO8i/FICV+Ku3i+kXvLZMPDR6xXeNJr80f5y97zW2+9VadOndKRI0e0srKiixcv6n//939TNTGvpCjthat5nfOSfS59rrs5OAfRoZT0jRs39Ld/+7d6/PHH9bWvfS3FYu+77z7dd999L/mh73jHO/SNb3xDFy9e1NTUlP74j/9YTz31VFLQeHEsbIf3pN1EA1euvghR0OVyOWVQb29va2VlRY1Go2Dx8/vcOc880xN4vA0oUAQVCRfA2liPzvi+CL1iF0T80cehr6+vUDfdBbB7TjEBLsYnfZtXtObcqo6eKH11RnPB7CGFgwTfxz72MX3961/Xvffeq0984hP6+Mc/rne9612H5qVPf/rT+u3f/m19/etf19zcnO6991796q/+auEaxj9Cn06OaDgsSJ+AeQcGBjQ+Pp4s9JwF7IvUlacjOTmYu9PpJMHlVeG4D0Jpa2srZfkzznizPu4eG0Z4uUD2Z+fg+NinOF548qxLF4bu0XOtVPScGQOQCfjMcyd8DuFHX9fwtBuLCOgoNB0K9v9kJL9eyI3+OB94rVznCVJ4g5VKJW3NYt4xQhzpYL4I+SGjeEYM23n9bTxf7iHtOiDOZy4npF3IGx6HFx05xCA7cuRIqjrpc+2eMLHnWDkxbn3lek/gHRoa0tGjRxO8XS6XtbS0VCj1SRKpV/3rRvvB3NJeNPbleuOH3oL12GOPZQXiy6ETJ07oj/7ojzQ7O6tms6knnnhC73jHO9L3v/zLv6xHH300vd/Y2NCjjz6anu0WszM3MCWTPDw8rLm5Oa2trWl+fl7NZrMAvQEnl0qlPadXSbvx5a2trQS1IgTwfknigsEj/OPxGWnXW8ezgUG9DjL37u/vT1asHypOm32rFUJueXk5WbQo5YGBgcTc7kFDEY7kM4rRx7gOf67AWXj70dvf/nbdcccduu222yRJDzzwgP793/9d73nPe/T4448fwDU79KEPfUgPPfSQLl26pPX1dX34wx9Omd3Sbia0w/8kzKDocvMhFc+QLZfLaW9lf3+/Jicn08EfrvDiwkPhIyxi4grUbreTxzw4OKixsbFUw909APc+b9y4kZAgjE/PuiYPwreb8HvPE8gpg9iHXN8YL6957YajKwQIKN+NFed58h58TbqxF0NWtIu+4ZG58etK3ZU3iAMoxeuFGBNXWswRSo71C2/cvHlT1WpVfX19mp6eVrVaTYlwjUZDIyMjSTaxNuEnTuZzpIRx95ri3j4/qlfaXV/MFcieK+HYx5wxSejGHS3ki9+H16xJFLQnBToi4IlqeOiVSkVnzpzRyZMnValU1Gq1tLCwoEajkeLRrVarcBQx7eyGmPF9N3o58HakkqRDqfdTp07p2Wef1dGjRwsxwNeCzp8/n1UIWPf8VSoVDQ8Pp3JuCAuUkkOA7pF61niMN7uSBuqGYVCqXj3H4yODg4MFAcznZDyy+NrtnaxO+sPe7Hq9XoBvYAAYnGQL0AegUrZjxDKe9NsXjsODDm9DLEi2imDgvF48k5MnTxZinJJShiwFECBXNC7E6QsQHWO6ubmplZWV7D51p3K5nLbPSMXtdO7NofDZPkVil3uZtJHsc/Z0Ywywx97hvoj2rK2tpVOxDkMulHIogYdjXDDHcJOHEqKi9Z0V7vU68hOf6+PnitrjqtLeAisoCKq5faf2Qr9Scvg/9teV6sjIiMbHx3X27FlNTk5qamoq1X+4fv26XnzxxVSfHH52nsCBiGErZBBeJ39ebwJFyJgy7yhLFCRGxR/8wR+o0+nogQcekLQr7+gPhgZt8OxwjFOMTBQ0kDlGGG13A4E2lctljY+Pa3p6WhMTEzp9+rRmZ2e1vb2ta9eu6cqVK1paWlK9Xtfzzz+/ZzeH82DufaQoDxinV0KH8qRLpZIeeOAB/c3f/M1rrqAht7qk3fijw9ArKytaWloqbE8APsTj9SSUmKAQBVWEpWJsDSaJ5SW5J0IbIeQMS3wNAczzSMRw5eLws3slo6OjKfbuDMw9HB50j9Lv7dAkr92owBJ37+61ju05ueBhbjw5z70u347BvLpCxXhiLDx04sItwv85aD16eg4tMo7AcznPCpjZlTBzI3U/MSpmu3p7DhI4XBtfxzAJ/x1hcSVA39lO6Fv+gPud5+Bd97i6zS+/wyDmPUKa8V1fX/+u7IV+JeTj5Z/Fa0DS5ufn0/itr69rYmJCU1NTyXskfr28vJxQGnjNHRLGmjF058X3WHtIwuFyoGtX0s6jUjFvyK/3MJ7zoyfZeiLa9vZ2oYSvGwu8xmGpVCqamZnRsWPHdPLkSU1PT2trayvphatXr2phYUGtVkuNRmPPOqEt/tlLWSuuA14JHaiky+Wyrl27pkuXLumOO+54xQ98Neg///M/X+smfMcpFnzp0eHoxRdffK2boPX1ddXr9e/a86hO990ir07Xo1eXDguNbmxsaHl5WefOnVO73U5zMjk5qbm5OVUqFa2traler2t+fl7z8/NaXl4uOAKEyVz5uvLDeEKBe3KsG5oemuC3GAE5R8cVHbsGomHtSt9DS7QDA9uTVVGSo6OjqtVqmp2d1enTp3XmzBnNzs5qcHBQFy9eTKU+yeRmu2X0oHNoBt/x3uH/SPvB4C+FDlTSa2trB2Zn96hHPepRj146veUtb9Hv/M7v6M1vfrMajYZuueWWPdd84AMf0P3336/Z2Vk999xzuvPOO3Xx4kW1220tLS0VapO3Wi2Vy2WdOnVKU1NTmp6e1tTUlGq1ml544YV0kIejhh4yIxbtuTMoYq8lEaFy0BIPFfpukQjbc+9uu0EcjYnv8a6jcib57PTp0zpx4oROnDihubm5PaGAer2e9kFjuETDqJti7qZ4oxf9SuPQTv/nTsHqUY961KP/X2h1dVWf+tSn9NnPfla/9Vu/tef7e+65R/fcc49+9md/Vt/85jd17ty5wjbVZrOpVqulxcVFXb9+XdVqVePj42o2m+n17Oyszpw5o9tvv12Li4u6ePGiGo1GgsG9TLLnluS2KHrYy//ca3YFTRjEa1TwLA+NeKKnX4fHHo0D2kBSGH3lFKuBgYG05fbq1aupjPDFixf37H/uppCd/Ln+mSff0e5XOymxp6R71KMe9ehl0i/+4i/qL/7iL9L7wcFB/eu//uuek/u60ZNPPqknn3xSP/7jP77nu1KppA996EO6++679c1vflPSTmldJ4/BU5qTPcfEq7e2tjQ5OamRkRHNzc1pYGAgnfCE8kJZe8weD1tSIW/F8zpiopt7ke5F++6VbslYcctYzlvnfmNjYymBbmJiIh3nOTMzo4GBAa2srKT+NZtNNZtNLS8va3FxsbDTxZ8fX+fex/nJzcOrTT0l3aMe9ahHL5M+97nP6XOf+5wkqVqt6qtf/ao++9nP6oMf/KB+4zd+o+vvJiYmDrz3yZMnderUKb3xjW/Uo48+qq2tLX3605/W7/7u7+5RMCgItl35OdHsQqGi3fT0tGq1mmZmZrSyspKOYmw2m7p27VqhKh33pxQohILOFYDyut3f/va3084IFLfHcj35Npd45TscvMTv6dOnVavVNDU1pcnJyeRR9/X1pWNW5+fntbKyotXV1cJJZ7ntk7mEz8NSNCZebeop6R71qEc9eoVUKpX0+OOP64knntAnP/lJSdKHP/zhV3TPkydPSpJ+6qd+SrfddptqtZq+8IUv6IUXXtAjjzxSeDZE9naj0dD6+rparZbW1tbUbDZVLpc1Njam48ePa3h4WBMTE6rVapqcnEyx6iNHjqjVahUqhMW6AHG3AhSTqEqlkv7sz/4sJYA5tIzCjvvh/bdkcVOOeWRkRJVKRWNjYzp37pzGxsZSJTR2MbRaLb3wwgsJzqcv7I+P2dY5L3q/DO7421c7/pyjnpLuUY961KNXSL//+7+varWqD3zgA6/aPcl8/shHPpJKfX7iE5/Q2972tqSkff+0e9UoWRRUq9VStVpNh0Vwqtnw8HD6z2lxy8vLCSJGyfvpUq6Mc96oK1yHxN3j9Jg1/4lJo5jHxsY0OjqajAuUcqVS0eTkpKSdBDcMEk6sevHFF5MHzb54Rwe6KWGH3w9zDf+/04Vxekq6Rz3qUY9eAb3rXe/Su9/9bv3QD/1Qgn9/8zd/M5sIBh1mx8y3vvWt7B73SHF/tXt3FEgiiapcLqvdbqcKXCMjI8kbHRwc1IkTJzQxMaGbN29qbW1Nq6urqdIe1bhynrUnd7Xb7cKxsNQbyCk0v4YypJR0PnnyZILoy+Vyqm1RKpXUarWSIbG6upoKtzSbTV25ciXtC/d6D932oGNAeDZ5N0Wdy+L+TtOhK471qEc96lGPivSmN71JX/jCF/STP/mThXPOD0vAum9961v18Y9/XN/7vd+bijFJO+WYJycn9e53v1vj4+P64he/qD/8wz/Upz71KUm7dbj3Uyoe1x0aGtLk5KTK5XL6q1Qq6fX4+HiKaePZUkGs1WoVvFL2MFN90T1mqpWxJYvfScWYNV7z0NBQKhFaKu2cVT05ObmnhHOr1VKn09HS0lKC8zEieL+4uFgoxxzjxY4AeDw8FsiK4/md3Ga1H/U86R71qEc9epl05513amJiQl/5ylfSZ//yL/+it73tbYf6/Y/+6I/qiSeeSO83Njb0xBNPpOzw97///frkJz+py5cva2lpSQ8//HBS0JIKHiyUK7KBQmFPtUPMxHuBvIkF471SmnhsbCx5s9JulTmUOtu1qJDIdQ414zVL2lOVDGXf6exUVXvmmWdSkRHKgpIER3leYtHxtKvclq0IuUfFvV92tl/fbW/3d4p6nnSPetSjHv0fpVjZq9s1kWIREmnHwx0fH09H4uLZUhaU8wDwOCkn2tfXp3K5nMq+oqS9TKikQs1uSWm7mBc1QSlTqAUF7Eda+kEz7s1GpRu96Ph9HIuDvgPW/24qaKmnpHvUox716P80vZqKGqULBH3kyJGknIeGhgp11yUlWNzhcfZFo6Q9o9q3YPkRl9yPc9G3t7dTFTXi6g6z+7kI3rfcVqpuUHdMFOumrH0P9HcD3o7UU9I96lGPevR/nOKJblHx+OdQt++i0iau7EeLesKXHxQkKSWNEa92mJjf8bkfnEFVM491o7BjcZOcso10kHL263KZ6u6Jx1PevpvUU9I96lGPetSjHr1OKX++XY961KMe9ahHPXrNqaeke9SjHvWoRz16nVJPSfeoRz3qUY969DqlnpLuUY961KMe9eh1Sj0l3aMe9ahHPerR65R6SrpHPepRj3rUo9cp9ZR0j3rUox71qEevU+op6R71qEc96lGPXqfUU9I96lGPetSjHr1O6f8BWiVVc8gLSQoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 475.2x187.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 475.2x187.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 475.2x187.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nilearn import plotting\n",
    "\n",
    "suffix = '_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_T1w.nii.gz'\n",
    "\n",
    "sub1 = 'OasisCaps_example/subjects/sub-OASIS10016/ses-M00/t1_linear/sub-OASIS10016_ses-M00' + suffix \n",
    "sub2 = 'OasisCaps_example/subjects/sub-OASIS10109/ses-M00/t1_linear/sub-OASIS10109_ses-M00' + suffix\n",
    "sub3 = 'OasisCaps_example/subjects/sub-OASIS10304/ses-M00/t1_linear/sub-OASIS10304_ses-M00' + suffix\n",
    "sub4 = 'OasisCaps_example/subjects/sub-OASIS10363/ses-M00/t1_linear/sub-OASIS10363_ses-M00' + suffix\n",
    "\n",
    "plotting.plot_anat(sub1, title=\"sub-OASIS10016\")\n",
    "plotting.plot_anat(sub2, title=\"sub-OASIS10109\")\n",
    "plotting.plot_anat(sub3, title=\"sub-OASIS10304\")\n",
    "plotting.plot_anat(sub4, title=\"sub-OASIS10363\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the visualization above, we can see that the last two images have some missing skin voxels on top of the brain i.e. these images are slightly cropped. Besides, we did not compare them to the [MNI152NLin2009cSym template](https://bids-specification.readthedocs.io/en/stable/99-appendices/08-coordinate-systems.html) to evaluate the quality of the registration.\n",
    "\n",
    "OASIS-1 dataset contains 416 images so quality check of the whole dataset can be very time consuming. The next section gives you some ideas on how to keep only images correctly preprocessed, when running in a large dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quality check of your preprocessed data\n",
    "\n",
    "To automatically assess the quality of the preprocessing, we propose to use a pretrained network which learnt to classify images that are adequately registered to a template from others for which the registration failed. This procedure is adaptated from [(Fonov et al, 2018)](https://www.biorxiv.org/content/10.1101/303487v1), using their pretrained models. The original code of [(Fonov et al, 2018)](https://www.biorxiv.org/content/10.1101/303487v1) can be found on [GitHub](https://github.com/vfonov/deep-qc).\n",
    "\n",
    "The quality check can be run with the following command line:\n",
    "```\n",
    "clinicadl quality_check <caps_directory> <tsv_path> <output_path>\n",
    "```\n",
    "where:\n",
    "\n",
    "- `caps_directory` is the folder containing the results of the `t1-linear` pipeline in a [CAPS](http://www.clinica.run/doc/CAPS/Introduction/) hierarchy;\n",
    "- `tsv_path` is the path to a TSV file containing the subjects/sessions list to process;\n",
    "- `output_path` is the path to the output TSV file containing QC results.\n",
    "\n",
    "The TSV file containing subjects/sessions can be obtained with the [`clinica iotools`](http://www.clinica.run/doc/IO/) command. You simply need to type these two commands to perform automatic quality control:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!clinica iotools create-subjects-visits OasisBids_example Oasis_participants.tsv\n",
    "!clinicadl quality_check OasisCaps_example Oasis_participants.tsv QC_result.tsv -cpu"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After execution of the quality check procedure, the `QC_result.tsv` file will look like this:\n",
    "\n",
    "| participant_id | session_id | pass_probability   | pass  |\n",
    "|----------------| -----------|--------------------|-------|\n",
    "| sub-OASIS10016 | ses-M00    | 0.9936990737915039 | True  |\n",
    "| sub-OASIS10109 | ses-M00    | 0.9772214889526367 | True  |\n",
    "| sub-OASIS10363 | ses-M00    | 0.7292165160179138 | True  |\n",
    "| sub-OASIS10304 | ses-M00    | 0.1549495905637741 | <font color=\"red\">False</font> |\n",
    "\n",
    "Based on this TSV file, participant `OASIS10304` should be discarded for the rest of your anlysis. If you compare its registration with [MNI152NLin2009cSym template](https://bids-specification.readthedocs.io/en/stable/99-appendices/08-coordinate-systems.html), you will see that temporal regions are misaligned as well as occipital regions and cerebellum leading to this low probabilty value. ;-)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Tensor extraction with the `deeplearning-prepare-data` pipeline\n",
    "\n",
    "Once the dataset has been preprocessed, we need to obtain files suited for the training phase.\n",
    "This task can be performed using the [Clinica `deeplearning-prepare-data` pipeline](http://www.clinica.run/doc/Pipelines/DeepLearning_PrepareData/).\n",
    "\n",
    "This pipeline prepares images generated by Clinica to be used with the PyTorch deep learning library [(Paszke et al., 2019)](https://papers.nips.cc/paper/9015-pytorch-an-imperative-style-high-performance-deep-learning-library). Three types of tensors are proposed: 3D images, 3D patches or 2D slices.\n",
    "\n",
    "This pipeline selects the preprocessed images, extract the \"tensors\", and write them as output files for the entire images, for each slice or for each patch.\n",
    "\n",
    "You simply need to type the following command line:\n",
    "\n",
    "```bash\n",
    "clinica run deeplearning-prepare-data <caps_directory> <tensor_format>\n",
    "```\n",
    "where:\n",
    "\n",
    "- `caps_directory` is the folder containing the results of the [`t1-linear` pipeline](#Preprocess-raw-images-with-t1-linear-pipeline) and the output of the present command, both in a CAPS hierarchy.\n",
    "- `tensor_format` is the format of the extracted tensors. You can choose between `image` to convert to PyTorch tensor the whole 3D image, `patch` to extract 3D patches and `slice` to extract 2D slices from the image.\n",
    "\n",
    "Output files are stored into a new folder (inside the CAPS) and follows a struture like this:\n",
    "\n",
    "```text\n",
    "deeplearning_prepare_data\n",
    "├── image_based\n",
    "│   └── t1_linear\n",
    "│       └── sub-<participant_label>_ses-<session_label>_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_T1w.pt\n",
    "├── patch_based\n",
    "│   └── t1_linear\n",
    "│       ├── sub-<participant_label>_ses-<session_label>_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_patchsize-50_stride-50_patch-0_T1w.pt\n",
    "│       ├── sub-<participant_label>_ses-<session_label>_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_patchsize-50_stride-50_patch-1_T1w.pt\n",
    "│       ├── ...\n",
    "│       └── sub-<participant_label>_ses-<session_label>_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_patchsize-50_stride-50_patch-N_T1w.pt\n",
    "└── slice_based\n",
    "    └── t1_linear\n",
    "        ├── sub-<participant_label>_ses-<session_label>_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_axis-axi_channel-rgb_slice-0_T1w.pt\n",
    "        ├── sub-<participant_label>_ses-<session_label>_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_axis-axi_channel-rgb_slice-1_T1w.pt\n",
    "        ├── ...\n",
    "        ├── sub-<participant_label>_ses-<session_label>_T1w_space-MNI152NLin2009cSym_desc-Crop_res-1x1x1_axis-axi_channel-rgb_slice-N_T1w.pt\n",
    "```\n",
    "\n",
    "In short, there is a folder for each feature (**image, slice or patch**) and inside the numbered tensor files with the corresponding feature. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note:** You can choose to only extract the tensors for the whole images (`clinica run deeplearning-prepare-data <caps_directory> image` ) and continue working with one single file per subject/session. \n",
    "    \n",
    "The package `clinicadl` is able to extract patches or slices _on-the-fly_ (from one single file) when running training or inference tasks. The downside of this approach is that, depending on the size of your dataset, you have to make sure that you have enough memory ressources in your GPU card to host the full images/tensors for all your data. \n",
    "\n",
    "If the memory size of the GPU card you use is too small, we suggest you to extract the patches and/or the slices using the proper `tensor_format` option of the command described above.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(If you failed to obtain the preprocessing using the `t1-linear` pipeline, please uncomment the next cell)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !curl -k https://aramislab.paris.inria.fr/files/data/databases/tuto/OasisCaps1.tar.gz -o OasisCaps1.tar.gz\n",
    "# !tar xf OasisCaps1.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To perform the feature extraction for our dataset, run the following cell: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!clinica run deeplearning-prepare-data ./OasisCaps_example image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At the end of this command, a new directory named `deeplearning_prepare_data` is created inside each subject/session of the CAPS structure. We can easily verify:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!tree -L 3 ./OasisCaps_example/subjects/sub-OASIS10*/ses-M00/deeplearning_prepare_data/"
   ]
  }
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